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Цифровизация чувств: упаковываем эмоции в датафрейм или базу данных

Из эмоций можно приготовить любое блюдо (мочение, соление, наливку или кондитерское изделие), которое можно подавать не только холодным...
Из эмоций можно приготовить любое блюдо (мочение, соление, наливку или кондитерское изделие), которое можно подавать не только холодным...

Эмоций, чувств и их оттенков много, они разные, и чтобы во всём этом разобраться, соберем их... в базу данных или датафрейм. Заодно установим связи между эмоциями, а также попробуем применить разные коэффициенты... Имея такую базу данных, мы сможем научить LLM распознавать эмоции и их оттенки, лучше понимать человека. В этой статье описываются практические моменты создания такого "датафрейма эмоций". Важно упомянуть, что такую работу автор смог проделать только благодаря нескольким LLM, работа с которыми резко сократила объем работы по сбору и обработке информации (но текст статьи я писал по-старинке - руками...)

Важное замечание - автор исследования не имеет образования в сфере психологии, социологии, биологии, филологии. Для автора это "заход со стороны на малоизвестную территорию" - при этом автор обладает практическими навыками в обработке данных, классификации, экономическом анализе, некоторыми знаниями в сфере эволюции технологий, рынков и их регулирования, изучает теорию и историю энергетики, в том числе энергетики человеческого организма...

Чем мы будем сейчас заниматься?

В математике у нас есть тригонометрия, теория логарифмов и т.п. И есть Таблицы Брадиса. Вот и в части чувств и эмоций также есть разные теории, а мы попытаемся... правильно, сделать "Таблицы Брадиса" для эмоций...

Поиском по сети и написанием промптов для сбора и обработки я попробовал проделать немыслимую [немыслимую - для неспециалиста] ранее [ранее - еще несколько лет назад, до появления LLM] работу составителя специфического словаря (скорее - датафрейма, датасета), содержащего данные об эмоциях, чувствах и состояниях человека.

Я пробовал бесплатные perplexity.ai , giga.chat , вездесущий chat.deepseek.com, Qwen 2.5 и chatgpt 4o - последний платно через vsegpt.ru , который поддерживается хабровчанином @janvarev. Наилучшие, на мой взгляд, результаты удалось получить у DeepSeek V3 и Qwen 2.5 Max .

Всего удалось (или не очень удалось - это вопрос спорный) собрать и разложить на составляющие 404 (любое число - интересное, как говорят математики...), итак, 404 эмоции, чувства, состояния, ощущения человека (далее для краткости мы будем все их называть эмоциями, разделяя при необходимости).

Вот полный список всех 404 эмоций:
emo_list = ['Агрессия', 'Азарт', 'Алчность', 'Амбициозность', 'Антипатия', 'Апатия', 'Безжалостность', 'Беззаботность', 'Беззащитность', 'Безмятежность', 'Безнадежность', 'Безопасность', 'Безразличие', 'Безрассудность', 'Безучастность', 'Безысходность', 'Беспокойство', 'Беспомощность', 'Беспощадность', 'Бессилие', 'Бесцеремонность', 'Бесшабашность', 'Бешенство', 'Благоговение', 'Благодарность', 'Благодать', 'Благополучие', 'Блаженство', 'Близость', 'Бодрость', 'Боль', 'Боязнь', 'Брезгливость', 'Бунтарство', 'Вдохновение', 'Великодушие', 'Вера', 'Веселье', 'Взаимовыручка', 'Взбалмошность', 'Взвинченность', 'Вина', 'Включенность', 'Вкрадчивость', 'Влечение', 'Влюбленность', 'Вожделение', 'Возбуждение', 'Возмущение', 'Воинственность', 'Волнение', 'Воодушевление', 'Восторг', 'Востребованность', 'Восхищение', 'Враждебность', 'Вредность', 'Всемогущество', 'Вспыльчивость', 'Высокомерие', 'Гармония', 'Гнев', 'Гордость', 'Горе', 'Горечь', 'Готовность', 'Грусть', 'Давление', 'Дезориентация', 'Деликатность', 'Депрессия', 'Дерзновение', 'Дерзость', 'Доброжелательность', 'Доброта', 'Доверие', 'Довольство', 'Долг', 'Досада', 'Достоинство', 'Драйв', 'Дрожь', 'Дружелюбие', 'Душевная боль', 'Единение', 'Естественность', 'Жадность', 'Жалость', 'Жестокость', 'Живость', 'Жизнелюбие', 'Жизнерадостность', 'Жуть', 'Забава', 'Забота', 'Заброшенность', 'Заведенность', 'Зависимость', 'Зависть', 'Завороженность', 'Загнанность', 'Задиристость', 'Задор', 'Задушевность', 'Заинтересованность', 'Закрытость', 'Замешательство', 'Заносчивость', 'Запальчивость', 'Запутанность', 'Застенчивость', 'Злорадство', 'Злость', 'Значительность', 'Игривость', 'Идентичность', 'Изолированность', 'Изумление', 'Интерес', 'Ироничность', 'Искренность', 'Испуг', 'Исступление', 'Истерия', 'Кайф', 'Компетентность', 'Кошмар', 'Крутость', 'Кураж', 'Ласковость', 'Легкомысленность', 'Легкость', 'Лень', 'Ликование', 'Лицемерие', 'Любовь', 'Любовь к себе', 'Любопытство', 'Малодушие', 'Мандраж', 'Меланхолия', 'Месть', 'Мечтательность', 'Мнительность', 'Мстительность', 'Мучение', 'Навязчивость', 'Наглость', 'Надежда', 'Надменность', 'Надоедливость', 'Напряжение', 'Напыщенность', 'Наслаждение', 'Насмешливость', 'Настойчивость', 'Настороженность', 'Неблагополучие', 'Невозмутимость', 'Негодование', 'Недоверие', 'Недовольство', 'Недоступность', 'Недоумение', 'Нежность', 'Независимость', 'Неискушенность', 'Неистовство', 'Некомпетентность', 'Неловкость', 'Ненависть', 'Ненужность', 'Необратимость', 'Неожиданность', 'Неполноценность', 'Непонимание', 'Непоследовательность', 'Неприязнь', 'Нервозность', 'Нерешительность', 'Нескромность', 'Несчастье', 'Нетерпеливость', 'Нетерпение', 'Нетерпимость', 'Неуверенность', 'Неудача', 'Неудобство', 'Неудовлетворенность', 'Неудовольствие', 'Неукротимость', 'Неустойчивость', 'Ностальгия', 'Нудность', 'Нужда', 'Нужность', 'Обделенность', 'Обида', 'Облегчение', 'Ободренность', 'Обожание', 'Обреченность', 'Обстоятельность', 'Общность', 'Огорчение', 'Одержимость', 'Одиночество', 'Одухотворенность', 'Ожесточение', 'Оживление', 'Ожидание', 'Озабоченность', 'Озадаченность', 'Озарение', 'Окрыленность', 'Омерзение', 'Опасение', 'Оптимизм', 'Опустошенность', 'Освобождение', 'Оскорбленность', 'Остервенение', 'Остолбенение', 'Осторожность', 'Осуждение', 'Отважность', 'Отвержение', 'Отверженность', 'Ответственность', 'Отвращение', 'Открытость', 'Оторопь', 'Отрада', 'Отрешенность', 'Отстраненность', 'Отчаяние', 'Отчуждение', 'Отчужденность', 'Оцепенение', 'Очарование', 'Очарованность', 'Ошарашенность', 'Ошеломленность', 'Паника', 'Печаль', 'Подавленность', 'Подвох', 'Подлинность', 'Подозрение', 'Подозрительность', 'Подъем', 'Позор', 'Покинутость', 'Поклонение', 'Покорность', 'Полет', 'Потерянность', 'Потрясение', 'Похоть', 'Почтение', 'Превосходство', 'Преданность', 'Предвкушение', 'Предубежденность', 'Презрение', 'Пренебрежение', 'Приветливость', 'Привязанность', 'Признательность', 'Принуждение', 'Принятие', 'Приподнятость', 'Пристрастие', 'Простодушие', 'Протест', 'Равнодушие', 'Радость', 'Радушие', 'Развлечение', 'Раздражение', 'Разочарование', 'Ранимость', 'Раскаяние', 'Расположение', 'Рассеянность', 'Расслабленность', 'Расстройство', 'Растерянность', 'Растроганность', 'Ревность', 'Религиозность', 'Решительность', 'Риск', 'Робость', 'Самодовольство', 'Самозабвенность', 'Самоценность', 'Сарказм', 'Свирепость', 'Свобода', 'Сдержанность', 'Сентиментальность', 'Сердечность', 'Сердитость', 'Серьезность', 'Симпатия', 'Сконфуженность', 'Скорбь', 'Скука', 'Слабость', 'Сладострастие', 'Сломленность', 'Смелость', 'Смирение', 'Смущение', 'Смятение', 'Соблазн', 'Соболезнование', 'Собственничество', 'Сожаление', 'Сокрушенность', 'Солидность', 'Сомнение', 'Сопереживание', 'Соперничество', 'Сопричастность', 'Сопротивление', 'Сосредоточенность', 'Сострадание', 'Сочувствие', 'Спесивость', 'Сплин', 'Спокойствие', 'Стеснение', 'Страдание', 'Странность', 'Страсть', 'Страх', 'Стыд', 'Счастье', 'Твердость', 'Теплота', 'Торжественность', 'Тоска', 'Тревога', 'Трепет', 'Триумф', 'Трусость', 'Тупик', 'Тяжесть', 'Уважение', 'Уверенность', 'Увлечение', 'Увлеченность', 'Угнетенность', 'Угрюмость', 'Удивление', 'Удовлетворение', 'Удовлетворенность', 'Удовольствие', 'Удрученность', 'Ужас', 'Умеренность', 'Умиление', 'Умиротворение', 'Унижение', 'Униженность', 'Уныние', 'Упрямство', 'Уравновешенность', 'Услада', 'Успех', 'Усталость', 'Устойчивость', 'Устремленность', 'Утонченность', 'Утрата', 'Ущемленность', 'Уют', 'Уязвимость', 'Уязвленность', 'Фальшь', 'Фанатизм', 'Хандра', 'Хитрость', 'Холодность', 'Храбрость', 'Хрупкость', 'Целенаправленность', 'Цельность', 'Циничность', 'Чопорность', 'Чувствительность', 'Шок', 'Щепетильность', 'Эгоизм', 'Эйфория', 'Экзальтация', 'Экстаз', 'Эксцентричность', 'Энергичность', 'Энтузиазм', 'Язвительность', 'Ярость']

Вы можете попробовать озадачить LLM этим списком, задав промпт вида:

Проанализируй список эмоций, выбери их в словарь python в формате {"Эмоция": "Коэффициент от 0 до 1, показывающий, насколько эта эмоция свойственна IT-специалисту 50+ лет, предпочитающему ассемблер"}. Используй все эмоции из списка: /*далее вставить весь список из скрытого абзаца выше*/

Если вы хотите сразу получить данные для вставки в эксел или другие электронные таблицы, попробуйте так:

Проанализируй список эмоций, выбери их в формате csv со столбцами: "Эмоция", "Коэффициент от 0 до 1, показывающий, насколько эта эмоция свойственна IT-специалисту 50+ лет, предпочитающему ассемблер"}. Используй все эмоции из списка: /*далее вставить весь список из скрытого абзаца выше*/

Нужно понимать, что данные, которые мы в итоге будем получать - это оценки разных LLM на основе того грандиозного материала, на котором их обучали, они отражают статистическое распределение связей между эмоциями с учетом контекста их употребления в обучающем датасете, состоящем из терабайтов прозы, поэзии, научных и околонаучных статей об эмоциях, чувствах, управлении ими, об их осознании и распознавании...

Вы можете скачать код на python, или xls-файл с полным датасетом или zip со всеми файлами, включая csv для загрузки в БД.

Определение эмоций

Первое, что мы сможем сделать со списком эмоций - составить классический словарь, т.е. дать им определения. Попросим об этом LLM (в промпте нужно просить сохранить результат в виде словаря python - см. выше пример) и получим примерно такое:

all_states_emotions_dict_sorted = {
 'Агрессия': 'направленное нанесение вреда или ущерба другому лицу или объекту, выражающееся в физическом или психологическом насилии',
 'Азарт': 'сильное желание победить или добиться успеха в какой-либо деятельности, часто связанной с риском или соревнованием',
 'Алчность': 'чрезмерное стремление к получению материальных благ, жадность',
 'Амбициозность': 'стремление к достижению высоких целей, желание успеха и признания',
 'Антипатия': 'чувство неприязни или отвращения к кому-либо или чему-либо',
 'Апатия': 'состояние безразличия, отсутствие интереса к окружающему миру и собственным действиям',
 'Безжалостность': 'отсутствие сострадания или милосердия, жестокость',
 'Беззаботность': 'состояние, при котором человек не испытывает тревог или забот',
 'Беззащитность': 'чувство уязвимости и отсутствия защиты',
 'Безмятежность': 'состояние внутреннего покоя и спокойствия, отсутствие тревоги или беспокойства',

  ...
  }

Нужно всегда подсчитывать, сколько терминов использовала LLM из предложенного списка эмоций (они часто экономят токены, пропуская термины), выявить отсутствующие (разница полного множества (set в python) эмоций и полученного), и запросить еще раз со списком отсутствующих. А потом уже отсортировать по списку.

Для оптимизации процесса можно запросить варианты у разных LLM, а потом попросить их выбрать лучший, например, скармливая LLM через API название эмоции, варианты определения и просить проголосовать за лучшее или попросить составить идеальное определение на примере предложенных вариантов...

Важно! Представленные здесь варианты - чистый итог работы разных LLM, без "правки руками", без доработки "напильником вашей логики и здравого смысла" и без дошлифовки "мелкозернистой наждачкой вашего опыта и кругозора".

Датасет с описанием проявлений эмоций

Простые определения эмоций не так интересны. Интереснее собрать датасет, в котором были бы описаны различные проявления эмоций, которые можно наблюдать внешне или ощущать внутренне. Вот пример от DeepSeek v3:

emotions_descriptions_dsv3 = {
    "Агрессия": {
        "описание": "Состояние враждебности и готовности к конфликту.",
        "внешние проявления": "Напряженные мышцы, сжатые кулаки, повышенный тон голоса, резкие движения.",
        "физиологические факторы": "Учащенное сердцебиение, повышенное давление, выброс адреналина.",
        "ощущения в теле": "Жар в груди, напряжение в челюсти, дрожь в руках.",
        "слова и речь": "Резкие, угрожающие фразы, использование грубых выражений.",
    },
    "Азарт": {
        "описание": "Состояние сильного возбуждения и увлеченности, часто связанное с риском.",
        "внешние проявления": "Блеск в глазах, быстрые движения, активная жестикуляция.",
        "физиологические факторы": "Учащенное сердцебиение, повышенное потоотделение.",
        "ощущения в теле": "Легкое покалывание в конечностях, ощущение прилива энергии.",
        "слова и речь": "Эмоциональные, восторженные фразы, быстрая речь.",
      ...
      }

Аналог от Qwen 2.5 немного в другом формате:

emotions_descriptions_q_2_5_max = {
    "Агрессия": [
        "Повышенный тон голоса, крик.",
        "Напряженная поза, сжатые кулаки.",
        "Учащенное дыхание, покраснение лица.",
        "Использование грубых слов или угроз.",
        "Резкие движения, стремление к физическому воздействию."
    ],
    "Азарт": [
        "Блеск в глазах, возбужденное выражение лица.",
        "Учащенное сердцебиение, прилив энергии.",
        "Жестикуляция, активные движения.",
        "Частое использование слов: 'выиграть', 'попробовать', 'рискнуть'.",
        "Громкая, быстрая речь."
    ],
     ...
  }

Это (после ручной доработки) может стать основой для обучения хоть человека, хоть LLM распознаванию эмоций.

Разделение эмоций на позитивные, нейтральные и негативные

Это простейший принцип разделения эмоций, попросим разделить на эти три типа и получим словарь из трех типов ключей (помним, что разные модели могут немного по-другому распределять эмоции по типам, поэтому лучше проверить и вручную перенести там, где вы не согласны):

emotions_pos_neut_neg = {
    "positive": [
        "Азарт", "Амбициозность", "Беззаботность", "Безмятежность", "Безопасность",
        "Благоговение", "Благодарность", "Благодать", "Благополучие", "Блаженство",
      ...],
    "neutral": [
        "Апатия", "Безразличие", "Безучастность", "Включенность", "Влечение",
        "Вожделение", "Дезориентация", "Долг", "Дрожь", "Зависимость",
        ...],
    "negative": [
        "Агрессия", "Алчность", "Антипатия", "Безжалостность", "Беззащитность",
        "Безнадежность", "Безрассудность", "Безысходность", "Беспокойство",
          ...],
  }

Каждая модель содержит в себе большой объем художественных текстов, где речь идет о тех или иных эмоциях, и в зависимости от того, что у нее внутри перевесит, она по-разному оценивает, позитивна, негативна или нейтральна данная эмоция (под нейтральностью она может понимать также то, то в разных проявлениях данная эмоция может быть как позитивной, так и негативной, без преимущества позитивности или негативности).

Так, отнесение Амбициозности к позитивным эмоциям - явно влияние различных мотивационных и деловых текстов. Советский человек не согласился бы, что амбициозность - позитивная эмоция / чувство / состояние. А отнесение Дезориентации к нейтральным, очевидно, вызвано тем, что любой может быть дезориентирован, это нормально и приемлемо (хм, Амбициозный бы с этим не согласился!..)

Оценка доли позитивности, нейтральности и негативности в каждой эмоции

Мы можем спросить: оцени в каждой эмоции долю позитивности, нейтральности и негативности, при этом сумма всех коэффициентов должна быть равна 1.

Это будет очень субъективная оценка (хм, говоря о субъективности в отношении LLM, не наделяем ли мы её - о, ужас, - субъектностью?)

Вот вариант DeepSeek v3:

emotions_pos_neut_neg_ratio_dsv3 = {
    "Агрессия": {"positive_ratio": 0.0, "neutral_ratio": 0.1, "negative_ratio": 0.9},
    "Азарт": {"positive_ratio": 0.8, "neutral_ratio": 0.1, "negative_ratio": 0.1},
    "Алчность": {"positive_ratio": 0.1, "neutral_ratio": 0.2, "negative_ratio": 0.7},
    "Амбициозность": {"positive_ratio": 0.7, "neutral_ratio": 0.2, "negative_ratio": 0.1},
    "Антипатия": {"positive_ratio": 0.0, "neutral_ratio": 0.2, "negative_ratio": 0.8},
    "Апатия": {"positive_ratio": 0.1, "neutral_ratio": 0.6, "negative_ratio": 0.3},
    "Безжалостность": {"positive_ratio": 0.0, "neutral_ratio": 0.1, "negative_ratio": 0.9},
    "Беззаботность": {"positive_ratio": 0.8, "neutral_ratio": 0.1, "negative_ratio": 0.1},
    "Беззащитность": {"positive_ratio": 0.1, "neutral_ratio": 0.2, "negative_ratio": 0.7},
    "Безмятежность": {"positive_ratio": 0.9, "neutral_ratio": 0.1, "negative_ratio": 0.0},
    "Безнадежность": {"positive_ratio": 0.0, "neutral_ratio": 0.1, "negative_ratio": 0.9},
    "Безопасность": {"positive_ratio": 0.9, "neutral_ratio": 0.1, "negative_ratio": 0.0},
  ...
  }

Вот вариант Qwen 2.5:

emotions_pos_neut_neg_ratio_q2_5max = {
    "Агрессия": {"positive_ratio": 0.1, "neutral_ratio": 0.2, "negative_ratio": 0.7},
    "Азарт": {"positive_ratio": 0.6, "neutral_ratio": 0.3, "negative_ratio": 0.1},
    "Алчность": {"positive_ratio": 0.2, "neutral_ratio": 0.1, "negative_ratio": 0.7},
    "Амбициозность": {"positive_ratio": 0.7, "neutral_ratio": 0.2, "negative_ratio": 0.1},
    "Антипатия": {"positive_ratio": 0.1, "neutral_ratio": 0.3, "negative_ratio": 0.6},
    "Апатия": {"positive_ratio": 0.1, "neutral_ratio": 0.6, "negative_ratio": 0.3},
    "Безжалостность": {"positive_ratio": 0.1, "neutral_ratio": 0.2, "negative_ratio": 0.7},
    "Беззаботность": {"positive_ratio": 0.8, "neutral_ratio": 0.2, "negative_ratio": 0.0},
    "Беззащитность": {"positive_ratio": 0.2, "neutral_ratio": 0.3, "negative_ratio": 0.5},
    "Безмятежность": {"positive_ratio": 0.9, "neutral_ratio": 0.1, "negative_ratio": 0.0},
    "Безнадежность": {"positive_ratio": 0.1, "neutral_ratio": 0.2, "negative_ratio": 0.7},
    "Безопасность": {"positive_ratio": 0.8, "neutral_ratio": 0.2, "negative_ratio": 0.0},
    ...
  }

Вот вариант от gpt-4o:

emotions_pos_neut_neg_ratio_gpt4o = {
    'Агрессия': {"positive_ratio": 0.1, "neutral_ratio": 0.1, "negative_ratio": 0.8},
    'Азарт': {"positive_ratio": 0.6, "neutral_ratio": 0.3, "negative_ratio": 0.1},
    'Алчность': {"positive_ratio": 0.2, "neutral_ratio": 0.3, "negative_ratio": 0.5},
    'Амбициозность': {"positive_ratio": 0.7, "neutral_ratio": 0.2, "negative_ratio": 0.1},
    'Антипатия': {"positive_ratio": 0.0, "neutral_ratio": 0.2, "negative_ratio": 0.8},
    'Апатия': {"positive_ratio": 0.0, "neutral_ratio": 0.5, "negative_ratio": 0.5},
    'Безжалостность': {"positive_ratio": 0.1, "neutral_ratio": 0.3, "negative_ratio": 0.6},
    'Беззаботность': {"positive_ratio": 0.8, "neutral_ratio": 0.2, "negative_ratio": 0.0},
    'Беззащитность': {"positive_ratio": 0.0, "neutral_ratio": 0.4, "negative_ratio": 0.6},
    'Безмятежность': {"positive_ratio": 0.9, "neutral_ratio": 0.1, "negative_ratio": 0.0},
    'Безнадежность': {"positive_ratio": 0.0, "neutral_ratio": 0.2, "negative_ratio": 0.8},
    'Безопасность': {"positive_ratio": 0.9, "neutral_ratio": 0.1, "negative_ratio": 0.0},
    ...
  }  

Кстати, в отношении Амбициозности все трое [в этот раз] были единодушны...

Более узкий список основных эмоций

В анализируемых нами 404 эмоциях много таких, которые являются скорее сложными состояниями, чем чистыми эмоциями (но это, опять же, субъективно).

Ниже приведен один из вариантов разделения на группы более "чистых" эмоций. Некоторые выделяют 5 базовых эмоций:

base_emotions = ["Гнев", "Страх", "Грусть", "Радость", "Любовь"]
Эти эмоции содержат подгруппы эмоций и состояний:
{'Гнев': {'Эмоции': ['Бешенство',
   'Ярость',
   'Ненависть',
   'Истерия',
   'Злость',
   'Раздражение',
   'Презрение',
   'Негодование',
   'Обида',
   'Ревность',
   'Уязвленность',
   'Досада',
   'Зависть',
   'Неприязнь',
   'Возмущение',
   'Отвращение'],
  'Вызванные состояния': ['Нервозность',
   'Пренебрежение',
   'Недовольство',
   'Вредность',
   'Огорчение',
   'Нетерпимость']},
 'Страх': {'Эмоции': ['Ужас',
   'Отчаяние',
   'Испуг',
   'Оцепенение',
   'Подозрение',
   'Тревога',
   'Ошарашенность',
   'Беспокойство',
   'Боязнь',
   'Унижение',
   'Замешательство',
   'Растерянность',
   'Вина',
   'Стыд',
   'Сомнение',
   'Застенчивость',
   'Опасение',
   'Смущение',
   'Сломленность',
   'Подвох',
   'Надменность',
   'Ошеломленность'],
  'Вызванные состояния': ['Раскаяние',
   'Безысходность',
   'Превосходство',
   'Высокомерие',
   'Неполноценность',
   'Неудобство',
   'Неловкость',
   'Апатия',
   'Безразличие',
   'Неуверенность']},
 'Грусть': {'Эмоции': ['Ужас',
   'Горечь',
   'Тоска',
   'Скорбь',
   'Лень',
   'Жалость',
   'Отрешенность',
   'Отчаяние',
   'Беспомощность',
   'Душевная боль',
   'Безнадежность',
   'Отчужденность',
   'Разочарование',
   'Потрясение',
   'Сожаление',
   'Скука',
   'Безысходность',
   'Печаль',
   'Загнанность'],
  'Вызванные состояния': ['Тупик',
   'Усталость',
   'Принуждение',
   'Одиночество',
   'Отверженность',
   'Подавленность',
   'Холодность',
   'Безучастность',
   'Равнодушие']},
 'Радость': {'Эмоции': ['Счастье',
   'Восторг',
   'Ликование',
   'Приподнятость',
   'Оживление',
   'Умиротворение',
   'Увлечение',
   'Интерес',
   'Забота',
   'Ожидание',
   'Возбуждение',
   'Предвкушение',
   'Надежда',
   'Любопытство',
   'Освобождение',
   'Принятие',
   'Нетерпение',
   'Вера',
   'Изумление'],
  'Вызванные состояния': ['Удовлетворение',
   'Уверенность',
   'Довольство',
   'Окрыленность',
   'Торжественность',
   'Жизнерадостность',
   'Облегчение',
   'Ободренность',
   'Удивление']},
 'Любовь': {'Эмоции': ['Нежность',
   'Теплота',
   'Сочувствие',
   'Блаженство',
   'Доверие',
   'Безопасность',
   'Благодарность',
   'Спокойствие',
   'Симпатия',
   'Идентичность',
   'Гордость',
   'Восхищение',
   'Уважение',
   'Самоценность',
   'Влюбленность',
   'Любовь к себе',
   'Очарованность',
   'Смирение',
   'Искренность',
   'Дружелюбие',
   'Доброта',
   'Взаимовыручка'],
  'Вызванные состояния': ['Сопереживание',
   'Сопричастность',
   'Уравновешенность',
   'Жизнелюбие',
   'Естественность',
   'Вдохновение',
   'Воодушевление']}}

Оценка эмоций по интенсивности

Кроме положительности или отрицательности, эмоция может переживаться более сильно, интенсивно, либо слабо, "фоном".

Можно разделить, например, так:

  1. Слабые эмоции — те, которые обычно не вызывают сильных физиологических или психических реакций;

  2. Умеренные эмоции — это эмоции средней интенсивности, которые могут влиять на поведение, но не подавляют полностью;

  3. Сильные эмоции — сюда отнесем те эмоции и состояния, которые вызывают яркие и интенсивные переживания, часто сопровождаются физиологическими изменениями (например, учащенное сердцебиение, потливость)

emotional_intensity_groups = {
    "Слабые": {
        'Апатия',
        'Безопасность',
        'Безмятежность',
        'Безразличие',
        'Беззаботность',
        'Благодать',
        'Благополучие',
        'Близость',
        'Вера',
        'Взаимовыручка',
        'Вкрадчивость',
        'Деликатность',
      ...},
      "Умеренные": {
        'Азарт',
        'Амбициозность',
        'Антипатия',
        'Беззащитность',
        'Безрассудность',
        'Безучастность',
        'Беспокойство',
        'Бодрость',
        'Брезгливость',
        'Вдохновение',
        'Великодушие',
        'Веселье',
        ...},
      "Сильные": {
        'Агрессия',
        'Алчность',
        'Безжалостность',
        'Безнадежность',
        'Безысходность',
        'Беспомощность',
        'Беспощадность',
        'Бессилие',
        'Бесцеремонность',
        'Бесшабашность',
        'Бешенство',
        'Благоговение',
        'Благодарность',
          ...}

И снова всё очень субъективно... Но, по крайней мере, есть база, которую можно доработать руками!

Эмоции, разделенные по продолжительности

Мы можем разделить эмоции по относительной длительности их проявления:

  • Кратковременные эмоции, они быстро возникают и исчезают (например, испуг),

  • Долговременные эмоции, которые сохраняются относительно длительное время (например, любовь, горе),

  • Эмоции с неопределенной продолжительностью, - их обычно невозможно однозначно отнести к одной из двух первых категорий.

Вариант кратковременных от DeepSeek:
emotions_by_duration_dsv3 = {
    "Кратковременные эмоции": {
        'Азарт',
        'Безрассудность',
        'Бешенство',
        'Бодрость',
        'Боязнь',
        'Взбалмошность',
        'Взвинченность',
        'Восторг',
        'Восхищение',
        'Гнев',
        'Досада',
        'Дрожь',
        'Жуть',
        'Забава',
        'Задор',
        'Изумление',
        'Испуг',
        'Исступление',
        'Истерия',
        'Кайф',
        'Кураж',
        'Ликование',
        'Наслаждение',
        'Остервенение',
        'Остолбенение',
        'Оторопь',
        'Ошарашенность',
        'Ошеломленность',
        'Паника',
        'Потрясение',
        'Раздражение',
        'Растерянность',
        'Смущение',
        'Страсть',
        'Стыд',
        'Трепет',
        'Удивление',
        'Удовольствие',
        'Ужас',
        'Шок',
        'Ярость',
    }, ...
Вариант кратковременных от Qwen 2.5 Max:
emotions_by_duration_qwen2_5_max = {
    "Кратковременные эмоции": [
        "Испуг", "Удивление", "Шок", "Ошеломленность", "Ошарашенность", "Паника",
        "Боязнь", "Страх", "Гнев", "Ярость", "Бешенство", "Возбуждение", "Волнение",
        "Растерянность", "Застенчивость", "Смущение", "Сконфуженность", "Оцепенение",
        "Остолбенение", "Тревога", "Напряжение", "Раздражение", "Разочарование",
        "Досада", "Обида", "Злость", "Злорадство", "Негодование", "Недовольство",
        "Нервозность", "Нерешительность", "Неуверенность", "Подавленность", "Ужас",
        "Удрученность", "Усталость", "Смятение", "Замешательство", "Озадаченность",
        "Озабоченность", "Остервенение", "Взбалмошность", "Взвинченность", "Дрожь",
        "Мандраж", "Трепет", "Ликование", "Восторг", "Экстаз", "Эйфория", "Истерия",
        "Исступление", "Вспыльчивость", "Запальчивость", "Безрассудность", "Бесшабашность"
    ],
   ...

Размещение эмоций на 2D-таблицах или в 3D-шкале или таблице

Итак, у нас есть уже 3 ортогональные характеристики эмоций:

  1. Окраска эмоции (Позитивность - Нейтральность - Негативность)

  2. Интенсивность эмоции (Слабые - Умеренные - Сильные)

  3. Продолжительность эмоции (Кратковременная - Неопределенная - Длительная)

Доработав списки руками, на основе своего опыта, можно отсортировать эмоции в 2D-таблицу, имеющую 9 клеток, в каждой из которых находится список эмоций (Например, Слабые и Позитивные)...

Таких 2D-таблиц можно построить 3 (Окраска - Интенсивность, Интенсивность - Продолжительность, Окраска - Продолжительность).

А можно сделать одну 3D-таблицу (Окраска - Интенсивность - Продолжительность), состоящую из 27 списков эмоций!

(В датасете не приводится таких таблиц - сырые данные от LLM нужно доработать руками, на основании ваших оценок, прежде чем их строить)

Классификация эмоций по функциям

Эмоции можно классифицировать по их "функциям", каждая из которых характеризует роль данного вида эмоций в человеческой жизни (и, некоторых из них, с некоторыми допущениями, - в жизни некоторых животных!). Обучение LLM распознаванию, осознанию и имитации (хм, а человек разве иногда не имитирует?) эмоций и их оттенков с учетом их функций может дать нам иной уровень общения с нейросетями.

Вот какие классификации предлагают нейросети (при этом одна эмоция может попадать в разные функциональные группы):

  1. Адаптивные эмоции - помогают человеку адаптироваться к окружающей среде, реагировать на угрозы или возможности и выживать. Они часто связаны с базовыми инстинктами. Примеры:

    Страх : Сигнализирует об опасности, побуждает избегать риска.

    Гнев : Помогает защитить себя или свои интересы в конфликтных ситуациях.

    Беспокойство : Подготавливает к возможным трудностям или неопределенности.

  2. Социальные эмоции - возникают в контексте взаимодействия с другими людьми и регулируют социальные отношения. Важны для поддержания связей, норм и ценностей в обществе. Примеры:

    Стыд : Возникает при нарушении социальных норм или ожиданий.

    Вина : Связана с осознанием причинения вреда другим.

    Гордость : Отражает удовлетворение достижениями, одобряемыми обществом.

  3. Мотивационные эмоции - направляют поведение, стимулируют действия и поддерживают достижение целей. Примеры:

    Интерес : Стимулирует исследование нового и обучение.

    Желание : Побуждает к действию для удовлетворения потребностей.

    Вдохновение : Мотивирует к творчеству и самореализации.

  4. Когнитивные эмоции - связаны с процессами мышления, анализа и принятия решений. Примеры:

    Удивление : Стимулирует внимание к новой информации.

    Сомнение : Побуждает к переоценке ситуации или данных.

    Озадаченность : Активирует поиск решений.

  5. Регуляторные эмоции - помогают контролировать внутреннее состояние и поведение. Примеры:

    Спокойствие : Помогает сохранять равновесие в стрессовых ситуациях.

    Уверенность : Поддерживает стабильность в принятии решений.

    Самоконтроль : Регулирует импульсивное поведение.

  6. Самооценочные эмоции (эмоции самооценки) - связаны с оценкой собственной личности, действий и достижений. Примеры:

    Гордость : Положительная оценка своих успехов.

    Стыд : Негативная оценка своих действий или качеств.

    Вина : Осознание причинения вреда.

  7. Эстетические эмоции - возникают при восприятии красоты, искусства или гармонии. Примеры:

    Восхищение : Реакция на что-то прекрасное или впечатляющее.

    Очарование : Чувство восторга перед чем-то привлекательным.

    Умиление : Трогательная реакция на что-то милое или трогательное.

  8. Эмоции самореализации - связаны с чувством полноты жизни, смысла и саморазвития. Примеры:

    Счастье : Общее чувство благополучия и удовлетворенности.

    Умиротворение : Чувство внутреннего покоя и гармонии.

    Восторг : Интенсивное чувство радости и вдохновения.

(Возможно, вы придумаете свою функциональную группу, тогда дайте пример словаря ниже, список эмоций и попросите добавить их в новую функциональную группу)

Попробуем попросить нейросеть разделить все эмоции между этими группами. Это, опять же, субъективно (субъективно со стороны LLM), далее можно дошлифовать руками.

Разделение на группы DeepSeek v3:
emotions_by_category_dsv3 = {
    "Адаптивные эмоции": [
        "Безмятежность", "Безопасность", "Благополучие", "Гармония", "Доверие",
        "Естественность", "Компетентность", "Надежда", "Оптимизм", "Освобождение",
        "Принятие", "Радость", "Расположение", "Расслабленность", "Свобода",
        "Спокойствие", "Уверенность", "Удовлетворение", "Удовлетворенность",
        "Умиротворение", "Уравновешенность", "Устойчивость"
    ],
    "Социальные эмоции": [
        "Благодарность", "Близость", "Взаимовыручка", "Влюбленность", "Доброжелательность",
        "Доброта", "Дружелюбие", "Забота", "Любовь", "Обожание", "Привязанность",
        "Признательность", "Симпатия", "Сопереживание", "Сопричастность", "Сострадание",
        "Сочувствие", "Уважение", "Щепетильность"
    ],
    "Мотивационные эмоции": [
        "Азарт", "Амбициозность", "Вдохновение", "Влечение", "Воодушевление",
        "Готовность", "Драйв", "Желание", "Интерес", "Любопытство", "Настойчивость",
        "Предвкушение", "Решительность", "Риск", "Увлеченность", "Целенаправленность",
        "Энтузиазм"
    ],
    "Когнитивные эмоции": [
        "Вера", "Вина", "Восхищение", "Изумление", "Интерес", "Искренность",
        "Любопытство", "Недоумение", "Озарение", "Осуждение", "Презрение",
        "Раскаяние", "Сомнение", "Удивление", "Циничность"
    ],
    "Регуляторные эмоции": [
        "Беспокойство", "Волнение", "Гнев", "Досада", "Напряжение", "Нервозность",
        "Обида", "Отвращение", "Раздражение", "Страх", "Тревога", "Ужас",
        "Ярость"
    ],
    "Самооценочные эмоции": [
        "Гордость", "Достоинство", "Неуверенность", "Самоценность", "Стыд",
        "Унижение", "Униженность", "Чувствительность", "Эгоизм"
    ],
    "Эстетические эмоции": [
        "Благоговение", "Восторг", "Красота", "Очарование", "Трепет", "Умиление",
        "Экстаз"
    ],
    "Эмоции самореализации": [
        "Востребованность", "Долг", "Ликование", "Окрыленность", "Одухотворенность",
        "Подлинность", "Самореализация", "Триумф", "Успех", "Цельность"
    ]
}
Разделение на группы Qwen 2.5 Max:
emotions_functions_ratio_q_2_5_max = {
    "Адаптивные эмоции": [
        "Страх", "Гнев", "Боль", "Беспокойство", "Удивление", "Печаль", "Отвращение",
        "Боязнь", "Брезгливость", "Беззащитность", "Безнадежность", "Загнанность",
        "Опасение", "Тревога", "Паника", "Шок", "Давление", "Напряжение", "Страдание",
        "Ужас", "Ярость", "Бешенство", "Оцепенение", "Остолбенение", "Растерянность",
        "Подавленность", "Депрессия", "Уныние", "Удрученность", "Мучение", "Сломленность"
    ],
    "Социальные эмоции": [
        "Стыд", "Вина", "Гордость", "Сочувствие", "Сострадание", "Зависть", "Обида",
        "Доверие", "Любовь", "Привязанность", "Дружелюбие", "Симпатия", "Неприязнь",
        "Презрение", "Пренебрежение", "Лицемерие", "Фальшь", "Злорадство", "Оскорбленность",
        "Подозрение", "Подозрительность", "Недоверие", "Недоумение", "Напыщенность",
        "Высокомерие", "Надменность", "Спесивость", "Циничность", "Язвительность",
        "Сарказм", "Холодность", "Чопорность", "Наглость", "Безжалостность", "Жестокость",
        "Мстительность", "Месть", "Агрессия", "Враждебность", "Отвержение", "Отверженность",
        "Осуждение", "Неприязнь", "Недовольство", "Негодование", "Раздражение", "Горе",
        "Скорбь", "Сожаление", "Раскаяние", "Сокрушенность", "Позор", "Унижение", "Униженность"
    ],
    "Мотивационные эмоции": [
        "Интерес", "Желание", "Вдохновение", "Азарт", "Радость", "Восторг", "Воодушевление",
        "Энтузиазм", "Надежда", "Целеустремленность", "Устремленность", "Увлечение",
        "Увлеченность", "Энергичность", "Драйв", "Решительность", "Настройчивость",
        "Уверенность", "Смелость", "Храбрость", "Безрассудность", "Неистовство",
        "Одержимость", "Страсть", "Вожделение", "Похоть", "Влечение", "Завороженность",
        "Любопытство", "Исследовательский интерес", "Ожидание", "Предвкушение", "Триумф",
        "Успех", "Гордость", "Самооценка", "Самоценность", "Самодовольство", "Эгоизм"
    ],
    "Когнитивные эмоции": [
        "Удивление", "Изумление", "Озадаченность", "Замешательство", "Сомнение",
        "Недоумение", "Разочарование", "Дезориентация", "Запутанность", "Ошеломленность",
        "Ошарашенность", "Шок", "Истерия", "Нервозность", "Нерешительность", "Неуверенность",
        "Непонимание", "Непоследовательность", "Некомпетентность", "Мнительность",
        "Малодушие", "Тупик", "Неустойчивость", "Рассеянность", "Застенчивость", "Смущение",
        "Сконфуженность", "Смятение", "Тревожность", "Озабоченность", "Остервенение"
    ],
    "Регуляторные эмоции": [
        "Спокойствие", "Умиротворение", "Расслабленность", "Безмятежность", "Беззаботность",
        "Уравновешенность", "Невозмутимость", "Сдержанность", "Самоконтроль", "Умеренность",
        "Сосредоточенность", "Обстоятельность", "Цельность", "Солидность", "Устойчивость",
        "Стабильность", "Благодать", "Благополучие", "Безопасность", "Уют", "Удовлетворение",
        "Удовлетворенность", "Удовольствие", "Услада", "Блаженство", "Счастье", "Теплота",
        "Сердечность", "Доброжелательность", "Доброта", "Ласковость", "Простодушие",
        "Щепетильность", "Деликатность", "Терпимость"
    ],
    "Самооценочные эмоции": [
        "Гордость", "Стыд", "Вина", "Самоуважение", "Самоценность", "Самодовольство",
        "Неуверенность", "Неполноценность", "Недоступность", "Ненужность", "Недооценка",
        "Самооценка", "Самоутверждение", "Самореализация", "Самозабвенность", "Самопринятие",
        "Принятие", "Отвержение", "Отверженность", "Унижение", "Униженность", "Подвох",
        "Недоверие", "Недовольство", "Негодование", "Разочарование", "Раздражение",
        "Неприязнь", "Презрение", "Пренебрежение", "Язвительность", "Циничность"
    ],
    "Эстетические эмоции": [
        "Восхищение", "Очарование", "Очарованность", "Умиление", "Восторг", "Экстаз",
        "Эйфория", "Экзальтация", "Благоговение", "Торжественность", "Гармония", "Красота",
        "Искусство", "Эстетика", "Чувствительность", "Трепет", "Величие", "Великолепие",
        "Великодушие", "Благодать", "Блаженство", "Умиротворение", "Спокойствие",
        "Утонченность", "Хрупкость", "Изящество", "Грация", "Элегантность"
    ],
    "Эмоции самореализации": [
        "Счастье", "Умиротворение", "Блаженство", "Благодать", "Гармония", "Единение",
        "Смысл", "Цель", "Самореализация", "Самоактуализация", "Вдохновение", "Восторг",
        "Энтузиазм", "Экстаз", "Эйфория", "Благополучие", "Удовлетворение", "Удовольствие",
        "Услада", "Радость", "Ликование", "Триумф", "Успех", "Гордость", "Достижение",
        "Полнота жизни", "Освобождение", "Озарение", "Окрыленность", "Воодушевление",
        "Одухотворенность", "Смысл жизни", "Цельность", "Естественность"
    ]
}

Поскольку такое разделение кажется слишком уж субъективным, попросим добавить немного цифр. Попросим для каждой эмоции выделить ее степень отнесения к той или иной группе, при этом сумма всех степеней равна 1:

Составь словарь python, в котором будут перечислены эмоции и степень (доля, коэффициент) их вхождения в одну из групп ('Адаптивные эмоции', 'Когнитивные эмоции', 'Мотивационные эмоции', 'Регуляторные эмоции', 'Самооценочные эмоции', 'Социальные эмоции', 'Эмоции самореализации', 'Эстетические эмоции', 'Прочие эмоции'). Сумма всех коэффициентов равна 1. Для некоторых групп коэффициент может быть равен 0. Пример: {'Агрессия': {'Адаптивные эмоции': 0.6, 'Социальные эмоции': 0.4, 'Регуляторные эмоции': 0.0},} Выбирай 1, 2 или 3 преобладающие группы для каждой эмоции. Используй все эмоции из списка:

Чтобы исключить переполнение промпта токенами и утерю части задания или части эмоций, "скармливаем" модели эмоции порциями, примерно по 20 эмоций за один раз.

Обе модели дают частично различающиеся оценки:

# Qwen 2.5 Max:

emotions_functions_ratio_q_2_5_max = {
    'Агрессия': {'Адаптивные эмоции': 0.6, 'Социальные эмоции': 0.4, 'Регуляторные эмоции': 0.0},
    'Азарт': {'Мотивационные эмоции': 0.7, 'Адаптивные эмоции': 0.3, 'Когнитивные эмоции': 0.0},
    'Алчность': {'Мотивационные эмоции': 0.8, 'Самооценочные эмоции': 0.2, 'Социальные эмоции': 0.0},
    'Амбициозность': {'Мотивационные эмоции': 0.6, 'Самооценочные эмоции': 0.4, 'Эмоции самореализации': 0.0},
    'Антипатия': {'Социальные эмоции': 0.7, 'Адаптивные эмоции': 0.3, 'Регуляторные эмоции': 0.0},
    'Апатия': {'Регуляторные эмоции': 0.8, 'Адаптивные эмоции': 0.2, 'Мотивационные эмоции': 0.0},
    'Безжалостность': {'Социальные эмоции': 0.6, 'Адаптивные эмоции': 0.4, 'Регуляторные эмоции': 0.0},
    'Беззаботность': {'Адаптивные эмоции': 0.7, 'Регуляторные эмоции': 0.3, 'Социальные эмоции': 0.0},
    'Беззащитность': {'Адаптивные эмоции': 0.6, 'Регуляторные эмоции': 0.4, 'Социальные эмоции': 0.0},
    'Безмятежность': {'Адаптивные эмоции': 0.8, 'Регуляторные эмоции': 0.2, 'Эстетические эмоции': 0.0},
    'Безнадежность': {'Регуляторные эмоции': 0.7, 'Адаптивные эмоции': 0.3, 'Мотивационные эмоции': 0.0},
    'Безопасность': {'Адаптивные эмоции': 0.9, 'Регуляторные эмоции': 0.1, 'Социальные эмоции': 0.0},
  ...
}  
# DeepSeek V3:

emotions_functions_ratio_dsv3 = {
    'Агрессия': {'Адаптивные эмоции': 0.6, 'Социальные эмоции': 0.4, 'Регуляторные эмоции': 0.0},
    'Азарт': {'Мотивационные эмоции': 0.7, 'Когнитивные эмоции': 0.3, 'Эмоции самореализации': 0.0},
    'Алчность': {'Мотивационные эмоции': 0.5, 'Самооценочные эмоции': 0.3, 'Социальные эмоции': 0.2},
    'Амбициозность': {'Мотивационные эмоции': 0.6, 'Самооценочные эмоции': 0.4, 'Эмоции самореализации': 0.0},
    'Антипатия': {'Социальные эмоции': 0.7, 'Адаптивные эмоции': 0.3, 'Регуляторные эмоции': 0.0},
    'Апатия': {'Регуляторные эмоции': 0.5, 'Адаптивные эмоции': 0.3, 'Самооценочные эмоции': 0.2},
    'Безжалостность': {'Адаптивные эмоции': 0.6, 'Социальные эмоции': 0.4, 'Регуляторные эмоции': 0.0},
    'Беззаботность': {'Адаптивные эмоции': 0.7, 'Когнитивные эмоции': 0.3, 'Эстетические эмоции': 0.0},
    'Беззащитность': {'Адаптивные эмоции': 0.5, 'Социальные эмоции': 0.3, 'Регуляторные эмоции': 0.2},
    'Безмятежность': {'Адаптивные эмоции': 0.8, 'Эстетические эмоции': 0.2, 'Регуляторные эмоции': 0.0},
    'Безнадежность': {'Регуляторные эмоции': 0.6, 'Самооценочные эмоции': 0.4, 'Адаптивные эмоции': 0.0},
    'Безопасность': {'Адаптивные эмоции': 0.7, 'Социальные эмоции': 0.3, 'Регуляторные эмоции': 0.0},
  ...
}  

Генерация функциональных описаний для эмоций

Соберем полный датасет для всех эмоций, отнесенных к той или иной группе и сделаем описание для всех эмоций группы, приводя в промпте пример полученных ранее описаний:

Когнитивные эмоции связаны с процессами мышления, анализа и принятия решений. Вот примеры проявления когнитивной функции у некоторых эмоций:

Удивление : Стимулирует внимание к новой информации.

Сомнение : Побуждает к переоценке ситуации или данных.

Озадаченность : Активирует поиск решений.

Интерес : Стимулирует познавательную активность.

Разочарование : Подчеркивает несоответствие ожиданий и реальности.

// Собери в словарь python {Эмоция: описание ее когнитивной функции} все эмоции из списка ниже: /* Здесь вставляется список эмоций, у которых модели зафиксировали когнитивную функцию */

Вот примеры функциональных описаний от Qwen 2.5 Max:
emotions_functions_descriptions_q_2_5_max = {
  'Адаптивные эмоции':{
    'Агрессия': 'Помогает защитить себя или свои интересы, отстаивать границы.',
    'Азарт': 'Мобилизует энергию для достижения целей или участия в рискованных действиях.',
    'Антипатия': 'Сигнализирует о нежелательных контактах или ситуациях, способствует избеганию.',
    'Апатия': 'Указывает на истощение или необходимость отдыха и восстановления.',
    'Безжалостность': 'Помогает достигать целей, игнорируя моральные ограничения.',
    'Беззаботность': 'Снижает стресс, помогает наслаждаться моментом.',
    ...},
  'Социальные эмоции': {
    'Агрессия': 'Защищает свои интересы или территорию, может использоваться для установления доминирования.',
    'Алчность': 'Может сигнализировать о чрезмерной жадности, нарушении баланса в отношениях.',
    'Антипатия': 'Отражает негативное отношение к кому-то или чему-то, способствует избеганию.',
    'Безжалостность': 'Может использоваться для достижения целей без учета чувств других.',
    'Беззащитность': 'Сигнализирует о потребности в поддержке или защите.',
    ...},
  'Мотивационные эмоции' = {
    'Азарт': 'Побуждает к риску и активности.',
    'Алчность': 'Стимулирует стремление к накоплению ресурсов или богатства.',
    'Амбициозность': 'Направляет усилия на достижение высоких целей и признания.',
    'Бодрость': 'Мобилизует энергию для активных действий.',
    'Бунтарство': 'Стимулирует протест против существующих норм или правил.',
    ...},
  'Самооценочные эмоции': {
    'Алчность': 'Негативная оценка своей неспособности достичь достатка или удовлетворенности.',
    'Амбициозность': 'Положительная оценка своих стремлений к достижению высоких целей.',
    'Апатия': 'Негативная оценка своей неспособности проявить интерес или активность.',
    'Безнадежность': 'Негативная оценка своих перспектив на будущее.',
    'Безразличие': 'Негативная оценка своей неспособности проявить интерес или заботу.',
    ...},
  'Регуляторные эмоции': {
    'Апатия': 'Снижает мотивацию и активность, способствует пассивности.',
    'Беззаботность': 'Снижает напряжение и способствует легкому восприятию ситуации.',
    'Беззащитность': 'Подготавливает к поиску поддержки или защиты.',
    'Безмятежность': 'Помогает сохранять равновесие и спокойствие.',
    'Безнадежность': 'Может снижать активность и мотивацию к действию.',
    ...},
  'Эстетические эмоции': {
    'Безмятежность': 'Создает чувство гармонии и покоя при восприятии красоты.',
    'Благоговение': 'Реакция на величественное или возвышенное, вызывающее глубокое уважение.',
    'Благодать': 'Чувство духовной гармонии и вдохновения, часто связанное с красотой.',
    'Блаженство': 'Глубокое чувство удовлетворения и восторга от восприятия прекрасного.',
    'Восторг': 'Интенсивная реакция на что-то прекрасное или впечатляющее.',
    ...},
  'Эмоции самореализации': {
    'Вдохновение': 'Стимулирует творческую активность и стремление к самовыражению.',
    'Влюбленность': 'Создает чувство глубокой эмоциональной связи и вдохновения.',
    'Воодушевление': 'Добавляет энергии и решимости для достижения целей.',
    'Всемогущество': 'Создает чувство уверенности в своих способностях и возможностях.',
    'Дерзновение': 'Стимулирует смелые и решительные действия для самореализации.',
    ...},
  'Когнитивные эмоции': {
    'Азарт': 'Стимулирует активное мышление и принятие решений в условиях риска.',
    'Беззаботность': 'Снижает внимание к деталям, способствуя легкому восприятию ситуации.',
    'Безрассудность': 'Может снижать контроль над последствиями действий.',
    'Бесшабашность': 'Может снижать контроль над импульсивным поведением.',
    'Бодрость': 'Активирует внимание и готовность к действиям.',
    ...},
  }
    

Есть интересное, например об Азарте (теперь понятно, почему модели ставят Азарту положительные характеристики - Пушкин с Пиковой дамой и Достоевский с Игроком явно не превалируют в их обучающих датасетах, в отличие, например, от российского "культурного датасета"):

  • "Мотивирует к достижению целей, усиливает вовлеченность в деятельность.",

  • "Побуждает к риску и активности, усиливает вовлеченность в деятельность.",

  • "Стимулирует вовлеченность в деятельность, но может снижать рациональное мышление."

Вот примеры функциональных описаний от DeepSeek V3:
emotions_functions_descriptions_dsv3 = {
  'Адаптивные эмоции':{
    "Агрессия": "Помогает защитить свои интересы или территорию, может быть формой самозащиты.",
    "Азарт": "Мотивирует к достижению целей, усиливает вовлеченность в деятельность.",
    "Антипатия": "Помогает избегать неприятных или вредных людей или ситуаций.",
    "Апатия": "Может быть защитной реакцией на перегрузку или стресс, снижает эмоциональное напряжение.",
    "Безжалостность": "Неясная адаптивная функция, возможно, связана с выживанием в экстремальных условиях.",
    "Беззаботность": "Снижает уровень стресса, способствует расслаблению.",
    ...
  },
  'Социальные эмоции': {
    "Агрессия": "Может быть формой защиты своих интересов или границ, но также разрушает социальные связи.",
    "Алчность": "Неясная социальная функция, возможно, связана с конкуренцией за ресурсы.",
    "Антипатия": "Помогает избегать неприятных или вредных людей или ситуаций.",
    "Безжалостность": "Неясная социальная функция, возможно, связана с выживанием в конфликтах.",
    "Беззащитность": "Сигнализирует о необходимости поддержки или защиты со стороны других.",
    ...
  },
  'Мотивационные эмоции': {
    "Азарт": "Побуждает к риску и активности, усиливает вовлеченность в деятельность.",
    "Алчность": "Мотивирует к достижению материальных благ, но может быть разрушительной.",
    "Амбициозность": "Направляет усилия на достижение высоких целей.",
    "Бодрость": "Повышает энергию и мотивацию к действиям.",
    "Бунтарство": "Мотивирует к протесту против ограничений или несправедливости.",
    ...
  },
  'Самооценочные эмоции': {
    "Алчность": "Неясная функция самооценки, возможно, связана с оценкой своих материальных достижений.",
    "Амбициозность": "Связана с оценкой своих целей и стремлений.",
    "Апатия": "Сигнализирует о низкой оценке своих возможностей или мотивации.",
    "Безнадежность": "Отражает низкую оценку своих шансов на успех.",
    "Безразличие": "Сигнализирует о низкой оценке значимости происходящего.",
    ...
  },
    'Регуляторные эмоции': {
    "Апатия": "Снижает эмоциональную активность, может быть защитной реакцией на перегрузку.",
    "Беззаботность": "Снижает уровень стресса, способствует расслаблению.",
    "Беззащитность": "Сигнализирует о необходимости поддержки или защиты.",
    "Безмятежность": "Способствует эмоциональному балансу и восстановлению сил.",
    "Безнадежность": "Снижает мотивацию к действиям, сигнализирует о необходимости изменений.",
    ...
  },
  'Эстетические эмоции': {
    "Безмятежность": "Создает чувство гармонии и покоя, способствует эстетическому восприятию.",
    "Благоговение": "Реакция на что-то величественное или возвышенное, вызывает чувство уважения.",
    "Благодать": "Создает чувство гармонии и божественной красоты.",
    "Блаженство": "Глубокое чувство удовольствия и удовлетворения, связанное с красотой.",
    "Восторг": "Интенсивная реакция на что-то прекрасное или впечатляющее.",
    ...
  },
  'Эмоции самореализации': {
    "Вдохновение": "Стимулирует творчество и стремление к достижению целей, способствует самореализации.",
    "Влюбленность": "Создает чувство глубокой связи и смысла, способствует личностному росту.",
    "Воодушевление": "Добавляет энергии и решимости для достижения целей, способствует самореализации.",
    "Всемогущество": "Создает чувство уверенности в своих силах, мотивирует к достижению амбициозных целей.",
    "Дерзновение": "Мотивирует к смелым и решительным действиям, способствует самореализации.",
    ...
  },
  'Когнитивные эмоции': {
    "Азарт": "Стимулирует вовлеченность в деятельность, но может снижать рациональное мышление.",
    "Беззаботность": "Снижает уровень стресса, но может ослаблять внимание к деталям.",
    "Безрассудность": "Неясная когнитивная функция, возможно, связана с игнорированием рисков.",
    "Бесшабашность": "Неясная когнитивная функция, возможно, связана с импульсивностью.",
    "Бодрость": "Повышает энергию и внимание, способствует активному мышлению.",
    ...
  }
}

Интересно, что когда DeepSeek затруднялся с ответом, то сообщал, например, так:

  • "Безжалостность": "Неясная адаптивная функция, возможно, связана с выживанием в экстремальных условиях."

  • "Алчность": "Неясная функция самооценки, возможно, связана с оценкой своих материальных достижений."

Это может помочь при ручной вычистке этого датасета.

Группы эмоций, противоположные группы и оценка эмоций на шкалах

Можно попросить LLM разбить весь список эмоций на группы, при этом каждой группе найти противоположную. Вот промпт для такого разбиения:

Эмоции можно объединять в группы по принципу схожести. Например, группа [Счастье, Радость, Удовлетворение, ...]. У нее есть противоположная группа [Несчастье, Горе, Неудовлетворенность, ...].

Раздели как можно больше эмоций из списка ниже по группам, сформировав словарь python в виде:

{"Уровень радости":

{"Положительный": [Счастье, Радость, Удовлетворение, ...],

"Отрицательный": [Несчастье, Горе, Неудовлетворенность, ...]

}

}

// Используй для составления такого словаря как можно больше эмоций из списка: /* далее приводим наш список из 404 эмоций */

Это довольно сложный промпт, поэтому иногда придется уточнять, направлять модель по правильному пути, указывать на недостатки.

Вот вариант DeepSeek V3:
emotions_opposite_group_dict_dsv3 = {
    "Радость и счастье": {
        "Положительный": ["Счастье", "Радость", "Удовлетворение", "Блаженство", "Ликование", "Эйфория", "Воодушевление", "Восторг", "Удовольствие", "Предвкушение", "Отрада", "Безмятежность", "Гармония", "Благополучие", "Благодарность", "Любовь", "Влюбленность", "Довольство", "Наслаждение", "Очарование", "Окрыленность", "Теплота", "Умиротворение", "Жизнерадостность", "Жизнелюбие", "Игривость", "Кайф", "Кураж", "Подъем", "Триумф", "Экстаз", "Энтузиазм"],
        "Отрицательный": ["Несчастье", "Горе", "Печаль", "Грусть", "Тоска", "Скорбь", "Меланхолия", "Депрессия", "Безнадежность", "Отчаяние", "Разочарование", "Недовольство", "Неудовольствие", "Досада", "Огорчение", "Сожаление", "Страдание", "Душевная боль", "Боль", "Утрата", "Одиночество", "Заброшенность", "Покинутость", "Обреченность", "Опустошенность", "Уныние", "Хандра", "Сплин"]
    },
    "Гнев и агрессия": {
        "Положительный": ["Решительность", "Смелость", "Отважность", "Уверенность", "Настойчивость"],
        "Отрицательный": ["Гнев", "Ярость", "Бешенство", "Агрессия", "Возмущение", "Раздражение", "Злость", "Обида", "Ненависть", "Враждебность", "Жестокость", "Мстительность", "Ожесточение", "Исступление", "Истерия", "Свирепость", "Безжалостность", "Беспощадность"]
    },
    "Страх и тревога": {
        "Положительный": ["Осторожность", "Бдительность", "Осмотрительность"],
        "Отрицательный": ["Страх", "Ужас", "Боязнь", "Тревога", "Паника", "Испуг", "Опасение", "Нервозность", "Беспокойство", "Мандраж", "Шок", "Оцепенение", "Оторопь", "Ошарашенность", "Ошеломленность", "Смятение", "Растерянность", "Замешательство", "Дезориентация", "Запутанность"]
    },
    "Любовь и привязанность": {
        "Положительный": ["Любовь", "Влюбленность", "Нежность", "Привязанность", "Близость", "Забота", "Доброта", "Симпатия", "Сопереживание", "Сострадание", "Сочувствие", "Благодарность", "Признательность", "Обожание", "Поклонение", "Дружелюбие", "Радушие", "Щепетильность", "Искренность", "Естественность", "Подлинность"],
        "Отрицательный": ["Ревность", "Собственничество", "Зависть", "Обида", "Отчуждение", "Отвержение", "Покинутость", "Заброшенность", "Одиночество", "Разочарование", "Предательство", "Недоверие", "Подозрительность", "Циничность", "Холодность", "Равнодушие", "Безразличие"]
    },
    "Интерес и вдохновение": {
        "Положительный": ["Интерес", "Любопытство", "Вдохновение", "Увлеченность", "Энтузиазм", "Энергичность", "Азарт", "Заинтересованность", "Восхищение", "Изумление", "Озарение", "Мечтательность", "Творчество", "Предвкушение", "Оживление", "Окрыленность", "Подъем", "Целенаправленность", "Устремленность"],
        "Отрицательный": ["Скука", "Апатия", "Безразличие", "Равнодушие", "Усталость", "Потерянность", "Недоумение", "Непонимание", "Запутанность", "Дезориентация"]
    },
    "Удивление и изумление": {
        "Положительный": ["Удивление", "Изумление", "Ошеломленность", "Озадаченность", "Ошарашенность", "Восторг", "Восхищение"],
        "Отрицательный": ["Шок", "Испуг", "Оцепенение", "Оторопь", "Смятение", "Растерянность", "Замешательство"]
    },
    "Спокойствие и умиротворение": {
        "Положительный": ["Спокойствие", "Умиротворение", "Безмятежность", "Гармония", "Расслабленность", "Уравновешенность", "Устойчивость", "Терпение", "Сдержанность", "Невозмутимость", "Безопасность", "Облегчение", "Уют", "Теплота", "Благодать"],
        "Отрицательный": ["Беспокойство", "Нервозность", "Напряжение", "Тревога", "Страх", "Паника", "Суета", "Раздражение", "Беспомощность", "Бессилие"]
    },
    "Отвращение и неприязнь": {
        "Положительный": ["Брезгливость", "Осторожность", "Осмотрительность"],
        "Отрицательный": ["Отвращение", "Омерзение", "Неприязнь", "Антипатия", "Презрение", "Пренебрежение", "Циничность", "Сарказм", "Язвительность", "Ироничность", "Насмешливость", "Злорадство"]
    }
}

Казалось бы, Отвращение и Неприязнь - группа исключительно отрицательных эмоций, но DeepSeek, например, находит в них и положительные составляющие - так, Брезгливость помогает не отравиться, а Осторожность - не напороться на опасного зверя...

    "Отвращение и неприязнь": {
        "Положительный": ["Брезгливость", "Осторожность", "Осмотрительность"],
        "Отрицательный": ["Отвращение", "Омерзение", "Неприязнь", "Антипатия", "Презрение", "Пренебрежение", "Циничность", "Сарказм", "Язвительность", "Ироничность", "Насмешливость", "Злорадство"]
    }
Вот вариант Qwen 2.5 Max:
emotions_dict = {
    "Уровень радости": {
        "Положительный": [
            "Счастье", "Радость", "Удовлетворение", "Блаженство", "Веселье",
            "Восторг", "Восхищение", "Жизнерадостность", "Ликование", "Очарование",
            "Приподнятость", "Светлость", "Торжественность", "Триумф", "Удовольствие",
            "Умиротворение", "Эйфория", "Экстаз"
        ],
        "Отрицательный": [
            "Несчастье", "Горе", "Неудовлетворенность", "Безысходность",
            "Депрессия", "Меланхолия", "Опустошенность", "Подавленность",
            "Разочарование", "Скорбь", "Тоска", "Уныние"
        ]
    },
    "Уровень уверенности": {
        "Положительный": [
            "Уверенность", "Вера", "Готовность", "Достоинство", "Значительность",
            "Надежда", "Превосходство", "Решительность", "Самоценность",
            "Устойчивость", "Цельность"
        ],
        "Отрицательный": [
            "Неуверенность", "Беззащитность", "Беспомощность", "Дрожь",
            "Недоумение", "Нерешительность", "Растерянность", "Слабость",
            "Страх", "Трусость", "Уязвимость"
        ]
    },
    "Уровень спокойствия": {
        "Положительный": [
            "Спокойствие", "Безмятежность", "Внутренний мир", "Гармония",
            "Невозмутимость", "Расслабленность", "Умиротворение", "Уравновешенность"
        ],
        "Отрицательный": [
            "Беспокойство", "Взвинченность", "Напряжение", "Нервозность",
            "Паника", "Тревога", "Хаос", "Шок"
        ]
    },
    "Уровень любви и привязанности": {
        "Положительный": [
            "Любовь", "Влюбленность", "Влечение", "Дружелюбие", "Нежность",
            "Привязанность", "Симпатия", "Сочувствие", "Сопереживание",
            "Теплота", "Чувствительность"
        ],
        "Отрицательный": [
            "Ненависть", "Отвращение", "Презрение", "Ревность", "Холодность",
            "Ярость", "Злоба"
        ]
    },
    "Уровень агрессии": {
        "Положительный": [
            "Азарт", "Боевой дух", "Воодушевление", "Кураж", "Риск",
            "Энергичность", "Энтузиазм"
        ],
        "Отрицательный": [
            "Агрессия", "Безжалостность", "Бешенство", "Гнев", "Жестокость",
            "Злость", "Истерия", "Ярость"
        ]
    },
    "Уровень удивления": {
        "Положительный": [
            "Изумление", "Восторг", "Ошеломленность", "Трепет", "Удивление",
            "Экзальтация"
        ],
        "Отрицательный": [
            "Шок", "Ошарашенность", "Растерянность", "Смятение"
        ]
    },
    "Уровень благодарности": {
        "Положительный": [
            "Благодарность", "Признательность", "Уважение", "Честь", "Почтение"
        ],
        "Отрицательный": [
            "Неблагодарность", "Пренебрежение", "Презрение"
        ]
    },
    "Уровень социальной вовлеченности": {
      "Положительный": [
        "Взаимовыручка", "Дружелюбие", "Единение", "Общность", "Сопричастность",
        "Сочувствие", "Теплота", "Уважение", "Чувство общности"
    ],
      "Отрицательный": [
        "Изолированность", "Одиночество", "Отчуждение", "Отстраненность",
        "Холодность", "Чужеродность"
    ]
    },
    "Уровень контроля и власти": {
      "Положительный": [
        "Власть", "Доминирование", "Контроль", "Превосходство", "Самообладание",
        "Уверенность", "Цельность"
    ],
      "Отрицательный": [
        "Беспомощность", "Зависимость", "Неуверенность", "Обреченность",
        "Потерянность", "Страх", "Трусость", "Уязвимость"
    ]
    },
    "Уровень творческого вдохновения": {
      "Положительный": [
        "Вдохновение", "Идеализм", "Креативность", "Озарение", "Энтузиазм",
        "Экзальтация", "Ясность мышления"
    ],
      "Отрицательный": [
        "Апатия", "Безразличие", "Застревание", "Лень", "Недоумение",
        "Растерянность", "Тупик"
    ]
    },
    "Уровень физического состояния": {
      "Положительный": [
        "Бодрость", "Легкость", "Сила", "Энергичность", "Здоровье"
    ],
      "Отрицательный": [
        "Боль", "Слабость", "Тяжесть", "Усталость", "Хрупкость"
    ]
    },
    "Уровень морали и этики": {
      "Положительный": [
        "Добро", "Доброта", "Милосердие", "Праведность", "Справедливость",
        "Честность", "Щедрость"
    ],
      "Отрицательный": [
        "Жадность", "Злоба", "Нечестность", "Подлость", "Цинизм", "Эгоизм"
    ]
    },
    "Уровень времени и ожидания": {
      "Положительный": [
        "Надежда", "Ожидание", "Предвкушение", "Устремленность", "Целеустремленность"
    ],
      "Отрицательный": [
        "Ностальгия", "Отчаяние", "Разочарование", "Сожаление", "Тревога"
    ]
    },
    "Уровень личной значимости": {
      "Положительный": [
        "Гордость", "Достоинство", "Самоуважение", "Самоценность", "Уверенность"
    ],
      "Отрицательный": [
        "Неполноценность", "Ненужность", "Обида", "Унижение", "Уязвленность"
    ]
    },
    "Уровень свободы и ограничений": {
      "Положительный": [
        "Свобода", "Независимость", "Открытость", "Освобождение", "Уверенность"
    ],
      "Отрицательный": [
        "Зависимость", "Закрытость", "Ограничение", "Страх", "Угроза"
    ]
    },
    "Уровень духовности и высших ценностей": {
      "Положительный": [
        "Благоговение", "Вера", "Одухотворенность", "Религиозность", "Смысл",
        "Светлость", "Трансцендентность"
    ],
      "Отрицательный": [
        "Безверие", "Духовная пустота", "Опустошенность", "Сомнение", "Фальшь"
    ]
    },
    "Уровень удовлетворенности собой": {
      "Положительный": [
        "Самодовольство", "Самоуважение", "Удовлетворенность", "Успех",
        "Цельность"
    ],
      "Отрицательный": [
        "Недовольство собой", "Самоуничижение", "Уныние", "Фрустрация"
    ]
    }
}

Теперь попросим сделать более сложную операцию - выставить эмоции на шкале. У нас в каждой группе есть положительные эмоции, самой сильной из которых мы дадим коэффициент 1, а самой сильной из отрицательных - коэффициент -1. А все остальные расположим посередине. Вот промпт:

Сделай на основе предложенного словаря эмоций словарь python, в котором для каждой группы (Радость и счастье, и другие группы) каждая эмоция, входящая в группу, будет иметь коэффициент на шкале.

Например, самая сильная из них положительная будет иметь 1.0, самая сильная отрицательная -1.0, остальные расположатся в этом интервале по убыванию коэффициента.

Пример итогового словаря: emotions_with_coefficients = { "Радость и счастье": { "Экстаз": 1.0, "Эйфория": 0.95, ... "Депрессия": -0.95, "Безнадежность": -1.0 }, ...}

// Исходный словарь: ...

Вариант DeepSeek V3 для первой группы:
emotions_with_coefficients_dsv3 = {
    "Радость и счастье": {
        "Экстаз": 1.0,
        "Эйфория": 0.95,
        "Ликование": 0.9,
        "Счастье": 0.85,
        "Блаженство": 0.8,
        "Радость": 0.75,
        "Воодушевление": 0.7,
        "Восторг": 0.65,
        "Удовольствие": 0.6,
        "Предвкушение": 0.55,
        "Отрада": 0.5,
        "Безмятежность": 0.45,
        "Гармония": 0.4,
        "Благополучие": 0.35,
        "Благодарность": 0.3,
        "Любовь": 0.25,
        "Влюбленность": 0.2,
        "Довольство": 0.15,
        "Наслаждение": 0.1,
        "Очарование": 0.05,
        "Окрыленность": 0.0,
        "Заброшенность": -0.05,
        "Одиночество": -0.1,
        "Утрата": -0.15,
        "Боль": -0.2,
        "Душевная боль": -0.25,
        "Страдание": -0.3,
        "Сожаление": -0.35,
        "Огорчение": -0.4,
        "Досада": -0.45,
        "Неудовольствие": -0.5,
        "Недовольство": -0.55,
        "Разочарование": -0.6,
        "Меланхолия": -0.65,
        "Тоска": -0.7,
        "Грусть": -0.75,
        "Печаль": -0.8,
        "Скорбь": -0.85,
        "Горе": -0.9,
        "Депрессия": -0.95,
        "Безнадежность": -1.0
    }, ...
Вариант Qwen 2.5 Max для первой группы:
emotions_with_coefficients_q_2_5_max.csv = {
    "Уровень радости": {
        "Экстаз": 1.0, "Эйфория": 0.95, "Блаженство": 0.9, "Ликование": 0.85,
        "Триумф": 0.8, "Восторг": 0.75, "Счастье": 0.7, "Радость": 0.65,
        "Удовольствие": 0.6, "Восхищение": 0.55, "Очарование": 0.5,
        "Приподнятость": 0.45, "Жизнерадостность": 0.4, "Веселье": 0.35,
        "Умиротворение": 0.3, "Удовлетворение": 0.25, "Торжественность": 0.2,
        "Светлость": 0.15, "Устойчивость": 0.1, "Несчастье": -0.1,
        "Горе": -0.2, "Неудовлетворенность": -0.25, "Подавленность": -0.3,
        "Опустошенность": -0.35, "Тоска": -0.4, "Уныние": -0.45,
        "Разочарование": -0.5, "Скорбь": -0.55, "Меланхолия": -0.6,
        "Депрессия": -0.7, "Безнадежность": -1.0
    }, ...

Интересно, что оба считают, что Безнадежность хуже Депрессии. Хотя, казалось бы, Депрессия имеет физические основания, а Безнадежность - лишь оценка ситуации, наши внутренние веса... Вот как полезно не терять надежды!

Простые и сложные эмоции и их составляющие

Мы еще рассмотрим ниже колесо эмоций Роберта Плутчика, но сейчас мы попробуем попросить модель разбить эмоции на простые, основные, и те, которые состоят из простых, в некоторых пропорциях.

По-моему, получилось неоднозначно... Есть над чем подумать!

Вот вариант от DeepSeek V3:
emotions_composing_dsv3 = {
    "Радость": {"Радость": 1.0},
    "Страх": {"Страх": 1.0},
    "Гнев": {"Гнев": 1.0},
    "Грусть": {"Грусть": 1.0},
    "Ревность": {
        "Гнев": 0.4,
        "Страх": 0.3,
        "Грусть": 0.3,
    },
    "Зависть": {
        "Гнев": 0.5,
        "Грусть": 0.3,
        "Страх": 0.2,
    },
    "Ностальгия": {
        "Грусть": 0.6,
        "Радость": 0.4,
    },
    "Вдохновение": {
        "Радость": 0.7,
        "Интерес": 0.3,
    },
    "Любовь": {
        "Радость": 0.6,
        "Близость": 0.4,
    },
    "Тревога": {
        "Страх": 0.7,
        "Беспокойство": 0.3,
    },
    "Горе": {
        "Грусть": 0.8,
        "Гнев": 0.2,
    },
    "Счастье": {
        "Радость": 0.9,
        "Удовлетворение": 0.1,
    ...
}
А вот вариант от Qwen 2.5 Max:
emotions_by_components_q_2_5_max = {
    "Агрессия": {"Гнев": 0.7, "Страх": 0.2, "Раздражение": 0.1},
    "Азарт": {"Возбуждение": 0.5, "Радость": 0.3, "Энергичность": 0.2},
    "Алчность": {"Жадность": 0.6, "Страх": 0.2, "Неудовлетворенность": 0.2},
    "Амбициозность": {"Гордость": 0.5, "Целеустремленность": 0.3, "Самооценка": 0.2},
    "Антипатия": {"Неприязнь": 0.6, "Отвращение": 0.3, "Злость": 0.1},
    "Апатия": {"Безразличие": 0.5, "Усталость": 0.3, "Печаль": 0.2},
    "Безжалостность": {"Холодность": 0.6, "Гнев": 0.3, "Безразличие": 0.1},
    "Беззаботность": {"Радость": 0.5, "Спокойствие": 0.3, "Легкость": 0.2},
    "Беззащитность": {"Страх": 0.6, "Беспомощность": 0.3, "Уязвимость": 0.1},
    "Безмятежность": {"Спокойствие": 0.7, "Удовлетворение": 0.2, "Расслабленность": 0.1},
    "Безнадежность": {"Печаль": 0.6, "Страх": 0.3, "Отчаяние": 0.1},
    "Безопасность": {"Спокойствие": 0.6, "Уверенность": 0.3, "Удовлетворение": 0.1},
    "Безразличие": {"Апатия": 0.5, "Отстраненность": 0.3, "Неприязнь": 0.2},
    "Безрассудность": {"Риск": 0.5, "Возбуждение": 0.3, "Необдуманность": 0.2},
    "Безучастность": {"Апатия": 0.6, "Отстраненность": 0.3, "Безразличие": 0.1},
    "Безысходность": {"Отчаяние": 0.6, "Печаль": 0.3, "Страх": 0.1},
    "Беспокойство": {"Тревога": 0.6, "Страх": 0.3, "Напряжение": 0.1},
    "Беспомощность": {"Страх": 0.5, "Беззащитность": 0.3, "Уязвимость": 0.2},
    "Беспощадность": {"Гнев": 0.6, "Холодность": 0.3, "Жестокость": 0.1},
    "Бессилие": {"Усталость": 0.5, "Беспомощность": 0.3, "Отчаяние": 0.2},
    "Бесцеремонность": {"Наглость": 0.6, "Неприязнь": 0.3, "Грубость": 0.1},
    "Бесшабашность": {"Риск": 0.5, "Возбуждение": 0.3, "Безрассудность": 0.2},
    "Бешенство": {"Гнев": 0.8, "Ярость": 0.2},
    "Благоговение": {"Уважение": 0.6, "Восхищение": 0.3, "Трепет": 0.1},
    "Благодарность": {"Радость": 0.5, "Удовлетворение": 0.3, "Признательность": 0.2},
    "Благодать": {"Счастье": 0.6, "Умиротворение": 0.3, "Спокойствие": 0.1},
    "Благополучие": {"Удовлетворение": 0.6, "Счастье": 0.3, "Спокойствие": 0.1},
    "Блаженство": {"Счастье": 0.7, "Удовольствие": 0.2, "Умиротворение": 0.1},
    "Близость": {"Любовь": 0.5, "Привязанность": 0.3, "Теплота": 0.2},
    "Бодрость": {"Энергичность": 0.6, "Радость": 0.3, "Оживление": 0.1},
  ...
}

Еще раз подчеркнем, что эти веса - оценки LLM на основе грандиозного материала, на котором их обучали, и отражают некое распределение таких оттенков в обучающем датасете, состоящим из терабайтов прозы, поэзии, научных и околонаучных статей, где данные эмоции упоминаются в том или ином контексте...

Биохимия эмоций (эмоции и гормоны)

Все мы понимаем, что эмоции - это не только определенная комбинация возбуждений и угнетений отдельных частей мозга или нервной системы (то есть не только код или набор весов нашей нейронной сети), а еще и химия - то есть гормоны.

Давайте попросим LLM выудить из глубин своей памяти, как и с какими гормонами может быть связана отдельная эмоция?

Внимание! Все, что приведено в датасете о связи эмоций и гормонов - это лишь предположения и оценки нейросети, на основе имеющейся у нее многочисленной научной и популярной информации, не используйте это в качестве медицинских, психологических или оздоровительных рекомендаций!

Вот вариант от Qwen 2.5 Max:
emotion_hormone_q_2_5_max = {
    'Агрессия': {
        'Тестостерон': 'Высокий уровень тестостерона связан с агрессией и доминантным поведением.',
        'Кортизол': 'Стрессовые ситуации, вызывающие выброс кортизола, могут усиливать агрессию.'
    },
    'Азарт': {
        'Дофамин': 'Азарт активирует дофаминовую систему вознаграждения, вызывая чувство удовольствия и мотивации.'
    },
    'Алчность': {
        'Дофамин': 'Желание получить что-то ценное активирует дофаминовую систему.',
        'Грелин': 'Гормон голода может усиливать алчность в отношении ресурсов.'
    },
    'Амбициозность': {
        'Дофамин': 'Мотивация и стремление к достижению целей связаны с дофамином.',
        'Тестостерон': 'Высокий уровень тестостерона может усиливать амбициозность.'
    },
    'Антипатия': {
        'Кортизол': 'Стресс и негативные эмоции могут усиливать антипатию.',
        'Окситоцин': 'Низкий уровень окситоцина снижает социальные связи, усиливая антипатию.'
    },
    'Апатия': {
        'Серотонин': 'Низкий уровень серотонина связан с апатией и депрессией.',
        'Дофамин': 'Дефицит дофамина приводит к снижению мотивации и апатии.'
    },
    'Безжалостность': {
        'Кортизол': 'Хронический стресс может подавлять эмпатию, вызывая безжалостность.',
        'Окситоцин': 'Низкий уровень окситоцина снижает способность к состраданию.'
    },
    'Беззаботность': {
        'Эндорфины': 'Эндорфины создают чувство удовлетворения и расслабления.',
        'Серотонин': 'Высокий уровень серотонина способствует позитивному настрою.'
    }, 
     ...
Вот вариант от DeepSeek V3:
emotion_hormone_dsv3 = {
    'Агрессия': {
        'Тестостерон': 'Высокий уровень тестостерона связан с агрессией и доминантным поведением.',
        'Кортизол': 'Стрессовые ситуации, вызывающие выброс кортизола, могут усиливать агрессию.'
    },
    'Азарт': {
        'Дофамин': 'Дофамин вызывает чувство удовольствия и предвкушения, связанное с азартом.',
        'Адреналин': 'Адреналин усиливает возбуждение и готовность к действию.'
    },
    'Алчность': {
        'Дофамин': 'Дофамин стимулирует желание получить вознаграждение, что может проявляться как алчность.'
    },
    'Амбициозность': {
        'Дофамин': 'Дофамин мотивирует к достижению целей, что связано с амбициозностью.',
        'Тестостерон': 'Высокий уровень тестостерона может усиливать стремление к доминированию и успеху.'
    },
    'Антипатия': {
        'Кортизол': 'Стресс и дискомфорт, связанные с антипатией, могут повышать уровень кортизола.'
    },
    'Апатия': {
        'Дофамин': 'Низкий уровень дофамина связан с отсутствием мотивации и апатией.',
        'Серотонин': 'Снижение уровня серотонина может вызывать апатию и потерю интереса к жизни.'
    },
    'Безжалостность': {
        'Тестостерон': 'Высокий уровень тестостерона может усиливать склонность к безжалостности.',
        'Кортизол': 'Хронический стресс может снижать эмпатию и способствовать безжалостности.'
    },
    'Беззаботность': {
        'Серотонин': 'Высокий уровень серотонина связан с чувством благополучия и беззаботности.',
        'Эндорфины': 'Эндорфины вызывают чувство легкости и радости.'
    },
     ...

Загоняем в датасет колесо эмоций Роберта Плутчика

Эту модель эмоций разработал американский психолог Роберт Плутчик.

Он выделил 8 первичных или базовых эмоций:

  • восторг;

  • восхищение;

  • ужас, страх;

  • изумление;

  • горе;

  • отвращение;

  • гнев;

  • настороженность - предвкушение.

Эти эмоции сформировались эволюционно и движут не только человеком, но и животными.

Вот одно из изображений колеса Плутчика
Вот одно из изображений колеса Плутчика

В центре наиболее сильно выраженные эмоции, переходя к краю колеса, они ослабевают. На пересечении эмоций появляются более сложные, составные эмоции.

Вот еще один вариант перевода колеса Плутчика
Вот еще один вариант перевода колеса Плутчика

Давайте рассмотрим какую-нибудь позитивную базовую эмоцию. Возьмем Восторг, она же Экстаз.

У нее есть более социальный аналог - Радость, и пониженный по интенсивности - Безмятежность, Спокойствие.

Каково эволюционное происхождение этой эмоции?

Радость (экстаз) возникает при виде потенциального партнера, и порождает желание с целью воспроизводства потомства.

Итак, есть событие-стимул: "Потенциальный партнер", предполагаемое познание: "Обладать", поведение: "Ухаживание, спаривание" и эффект: "Размножение".

При этом на пересечении с другим чувством - Восхищение/Доверие/Признание рождается Любовь.

А на пересечении с Бдительностью/Ожиданием/Интересом рождается Оптимизм.

А теперь запакуем эти знания в словарь python:
delight_dict = {
    "первичная эмоция": "восторг",
    "социальная эмоция": "радость",
    "пониженная эмоция": "безмятежность",
    "противоположная эмоция": "горе",
    "происхождение": "Радость (экстаз) возникает при виде потенциального партнера, и порождает желание с целью воспроизводства потомства.",
    "событие-стимул": "Потенциальный партнер",
    "предполагаемое познание": "Обладать",
    "чувство": "Радость, экстаз",
    "поведение": "Ухаживание, спаривание",
    "эффект": "Размножение",
    "аналог первичная эмоция": "экстаз",
    "аналог социальная эмоция": None,
    "аналог пониженная эмоция": "спокойствие",
    "соседние первичные эмоции": ["настороженность", "восхищение"],
    "соседние социальные эмоции": ["ожидание", "доверие"],
    "соседние пониженные эмоции": ["интерес", "принятие"],
    "эмоции на пересечении": {
        ("интерес", "безмятежность"): "оптимизм",
        ("безмятежность", "принятие"): "любовь",
        ("ожидание", "радость"): "оптимизм",
        ("радость", "доверие"): "любовь"
    }
}

Аналогично поступим и с другими эмоциями из колеса Плутчика.

Переизобретаем колесо (Плутчика)

Давайте предположим, что любая эмоция из нашего длинного списка - либо эмоция на "лепестке" колеса Плутчика, либо на пересечении двух лепестков.

Попробуем разместить все оставшиеся эмоции таким промптом:

Изучи данные об эмоциях из Колеса Плутчика, которое приведено в приложенном файле. Исходя из предположения, что любая эмоция может быть размещена либо на "спице" Колеса Плутчика, либо на пересечении каких-либо двух спиц (не обязательно стоящих рядом), попробуй разместить все эмоции из списка, приведенного ниже, в словаре следующей структуры: {"Эмоция": ["Эмоция_из_Колеса Плутчика_1", "Эмоция_из_Колеса Плутчика_2"],...}.

// Список эмоций для размещения на колесе: (используйте частями, по 20-30 эмоций)

Вот вариант DeepSeek V3:
Robert_Plutchik_super_ring_dsv3 = {
    "Агрессия": ["Гнев", "Интерес"],
    "Азарт": ["Ожидание", "Радость"],
    "Алчность": ["Интерес", "Отвращение"],
    "Амбициозность": ["Ожидание", "Радость"],
    "Антипатия": ["Отвращение", "Гнев"],
    "Апатия": ["Печаль", "Скука"],
    "Безжалостность": ["Гнев", "Отвращение"],
    "Беззаботность": ["Радость", "Безмятежность"],
    "Беззащитность": ["Страх", "Печаль"],
    "Безмятежность": ["Безмятежность"],
    "Безнадежность": ["Печаль", "Страх"],
    "Безопасность": ["Доверие", "Безмятежность"],
    "Безразличие": ["Скука", "Печаль"],
    "Безрассудность": ["Ожидание", "Гнев"],
    "Безучастность": ["Печаль", "Скука"],
    "Безысходность": ["Печаль", "Страх"],
    "Беспокойство": ["Тревога", "Страх"],
    "Беспомощность": ["Страх", "Печаль"],
    "Беспощадность": ["Гнев", "Отвращение"],
    "Бессилие": ["Печаль", "Страх"],
    "Бесцеремонность": ["Гнев", "Отвращение"],
    "Бесшабашность": ["Радость", "Ожидание"],
    "Бешенство": ["Гнев", "Ярость"],
    "Благоговение": ["Восхищение", "Страх"],
    "Благодарность": ["Доверие", "Радость"],
    "Благодать": ["Безмятежность", "Радость"],
    "Благополучие": ["Доверие", "Безмятежность"],
    "Блаженство": ["Радость", "Безмятежность"],
    "Близость": ["Доверие", "Радость"],
    "Бодрость": ["Радость", "Ожидание"],
  ...
Вариант Qwen 2.5 Max:
Robert_Plutchik_super_ring_q_2_5_max = {
    "Агрессия": ["Гнев", "Ожидание"],
    "Азарт": ["Восторг", "Безмятежность"],
    "Алчность": ["Гнев", "Неудовольствие"],
    "Амбициозность": ["Восхищение", "Доверие"],
    "Антипатия": ["Отвращение", "Печаль"],
    "Апатия": ["Печаль", "Скука"],
    "Безжалостность": ["Гнев", "Принятие"],
    "Беззаботность": ["Радость", "Безмятежность"],
    "Беззащитность": ["Страх", "Тревога"],
    "Безмятежность": ["Безмятежность"],
    "Безнадежность": ["Печаль", "Отвращение"],
    "Безопасность": ["Доверие", "Принятие"],
    "Безразличие": ["Скука", "Досада"],
    "Безрассудность": ["Гнев", "Возбуждение"],
    "Безучастность": ["Скука", "Принятие"],
    "Безысходность": ["Печаль", "Горе"],
    "Беспокойство": ["Тревога", "Страх"],
    "Беспомощность": ["Тревога", "Печаль"],
    "Беспощадность": ["Гнев", "Ярость"],
    "Бессилие": ["Печаль", "Тревога"],
    "Бесцеремонность": ["Гнев", "Досада"],
    "Бесшабашность": ["Гнев", "Возбуждение"],
    "Бешенство": ["Гнев", "Ярость"],
    "Благоговение": ["Восхищение", "Доверие"],
    "Благодарность": ["Радость", "Доверие"],
    "Благодать": ["Радость", "Безмятежность"],
    "Благополучие": ["Радость", "Доверие"],
    "Блаженство": ["Восторг", "Безмятежность"],
    "Близость": ["Любовь", "Принятие"],
    "Бодрость": ["Восторг", "Интерес"],
  ...

Наконец, попробуем заставить LLM мыслить, как Роберт Плутчик, и описать каждую из эмоций в его логике, то есть предположив, что каждая эмоция имеет некие объективные основания и свойственна не только человеку, но и в какой-то мере высокоразвитому животному (кошке, собаке, обезьяне). Например, попробуем получить результаты при помощи вот такого промпта:

Попробуй мыслить, как Роберт Плутчик (смотри приложенный файл). Опиши абзацем текста каждую эмоцию с учетом того, что она, как правило, смесь двух из базовых эмоций на Колесе Плутчика. Описывай с точки зрения не только человека, а высокоразвитого животного (кошка, собака, обезьяна и т.п.), предположив, что и животные могут чувствовать что-то подобное. Попробуй описать каждую эмоцию с точки зрения происхождения, события-стимула, предполагаемого познания, поведения и эффекта. Собери в словарь python Эмоция: Описание.

Вот список эмоций: (по 20-30 эмоций во избежание перегрузки)

Вот вариант DeepSeek V3:
Robert_Plutchik_emotion_descriptions_dsv3 = {
    "Агрессия": "Агрессия — это смесь гнева и интереса. У животных она возникает, когда они сталкиваются с угрозой или конкуренцией за ресурсы. Познание связано с восприятием препятствия как врага, а поведение выражается в нападении или защите. Эффект агрессии — это устранение угрозы или достижение цели через конфликт. Например, собака может проявлять агрессию, защищая свою территорию или еду.",
    "Азарт": "Азарт — это смесь ожидания и радости. У животных он возникает в ситуациях, связанных с охотой или игрой. Познание связано с предвкушением успеха, а поведение выражается в активном участии и стремлении к победе. Эффект азарта — это удовольствие от процесса и возможное достижение цели. Например, кошка может испытывать азарт, охотясь за игрушкой.",
    "Алчность": "Алчность — это смесь интереса и отвращения. У животных она проявляется, когда они стремятся обладать ресурсами, такими как еда или территория, и защищают их от других. Познание связано с желанием обладать и защищать, а поведение выражается в накоплении и конкуренции. Эффект алчности — это сохранение ресурсов, но часто за счет других. Например, обезьяна может агрессивно защищать свою еду от сородичей.",
    "Амбициозность": "Амбициозность — это смесь ожидания и радости. У животных она может проявляться в стремлении занять более высокое положение в иерархии группы. Познание связано с уверенностью в своих силах, а поведение выражается в активном стремлении к доминированию. Эффект амбициозности — это повышение статуса и доступ к ресурсам. Например, альфа-самец в стае волков демонстрирует амбициозность, борясь за лидерство.",
    "Антипатия": "Антипатия — это смесь отвращения и гнева. У животных она возникает, когда они испытывают неприязнь к другому животному, например, из-за конкуренции или прошлых конфликтов. Познание связано с восприятием другого как враждебного, а поведение выражается в избегании или конфронтации. Эффект антипатии — это дистанцирование от неприятного объекта. Например, кошка может избегать другую кошку, с которой у неё был конфликт.",
    "Апатия": "Апатия — это смесь печали и скуки. У животных она возникает, когда они теряют интерес к окружающему миру, например, из-за отсутствия стимулов или длительного стресса. Познание связано с чувством безысходности, а поведение выражается в пассивности и отсутствии мотивации. Эффект апатии — это эмоциональное и физическое истощение. Например, собака в приюте может проявлять апатию из-за отсутствия внимания.",
    "Безжалостность": "Безжалостность — это смесь гнева и отвращения. У животных она проявляется, когда они действуют без сострадания, например, во время охоты или защиты территории. Познание связано с восприятием других как препятствий, а поведение выражается в агрессии и подавлении. Эффект безжалостности — это достижение цели, но за счет других. Например, хищник, такой как лев, может быть безжалостным во время охоты.",
    "Беззаботность": "Беззаботность — это смесь радости и безмятежности. У животных она возникает, когда они чувствуют себя в безопасности и наслаждаются моментом, например, во время игры или отдыха. Познание связано с восприятием мира как безопасного, а поведение выражается в расслабленности и удовольствии. Эффект беззаботности — это эмоциональное благополучие и отдых. Например, собака, играющая на лугу, может испытывать беззаботность.",
    "Беззащитность": "Беззащитность — это смесь страха и печали. У животных она возникает, когда они чувствуют себя уязвимыми, например, при встрече с более сильным хищником или в незнакомой обстановке. Познание связано с восприятием угрозы и собственной слабости, а поведение выражается в пассивности и поиске помощи. Эффект беззащитности — это зависимость от других и чувство уязвимости. Например, маленький щенок может чувствовать себя беззащитным в присутствии более крупных собак.",
    "Безмятежность": "Безмятежность — это состояние полного спокойствия и умиротворения. У животных оно возникает, когда они чувствуют себя в безопасности и гармонии с окружающим миром, например, во время отдыха в знакомой обстановке. Познание связано с восприятием мира как безопасного, а поведение выражается в расслабленности и удовлетворении. Эффект безмятежности — это эмоциональное равновесие и внутренний покой. Например, кошка, спящая на солнце, может испытывать безмятежность.",
    "Безнадежность": "Безнадежность — это смесь печали и страха. У животных она возникает, когда они теряют надежду на улучшение ситуации, например, при длительном стрессе или изоляции. Познание связано с восприятием будущего как бесперспективного, а поведение выражается в пассивности и отчаянии. Эффект безнадежности — это эмоциональное и физическое истощение. Например, животное в клетке может испытывать безнадежность.",
    "Безопасность": "Безопасность — это смесь доверия и безмятежности. У животных она возникает, когда они чувствуют себя защищенными в знакомой и предсказуемой обстановке. Познание связано с восприятием мира как безопасного, а поведение выражается в спокойствии и уверенности. Эффект безопасности — это эмоциональное благополучие и стабильность. Например, собака, находящаяся рядом с хозяином, может чувствовать себя в безопасности.",
    ...
Вариант Qwen 2.5 Max:
Robert_Plutchik_emotion_descriptions_q_2_5_max = {
    "Агрессия": "Агрессия — это смесь гнева и ожидания. У животных возникает при конкуренции за ресурсы или защите территории. Познание связано с восприятием препятствия как угрозы, а поведение выражается в рычании, нападении или демонстрации силы. Эффект — устранение соперника или защиты ресурсов. Например, волк может проявлять агрессию, отстаивая лидерство в стае.",
    "Азарт": "Азарт — это смесь восторга и безмятежности. Возникает у животных во время охоты или игры. Познание связано с предвкушением добычи, а поведение — с активным преследованием или исследованием. Эффект — мотивация к действию. Кошка, прыгающая за движущейся игрушкой, демонстрирует азарт.",
    "Алчность": "Алчность — это смесь гнева и неудовольствия. Возникает при дефиците ресурсов. Познание связано с ощущением несправедливости, а поведение — с настойчивыми попытками завладеть объектом. Эффект — конфликт или накопление ресурсов. Павиан может отбирать пищу у сородичей, проявляя алчность.",
    "Амбициозность": "Амбициозность — это смесь восхищения и доверия. Характерна для животных, стремящихся занять высокий статус в группе. Познание связано с оценкой собственных сил, а поведение — с демонстрацией доминирования. Эффект — укрепление социальной позиции. Обезьяна, оттесняющая других от кормушки, проявляет амбициозность.",
    "Антипатия": "Антипатия — это смесь отвращения и печали. Возникает при контакте с неприятным объектом. Познание связано с избеганием вреда, а поведение — с отворачиванием или агрессивным шипением. Эффект — дистанцирование. Собака, игнорирующая незнакомца с резким запахом, демонстрирует антипатию.",
    "Апатия": "Апатия — это смесь печали и скуки. Наблюдается при потере мотивации. Познание связано с ощущением бесперспективности, а поведение — с малоподвижностью. Эффект — энергосбережение. Домашняя кошка, перестающая играть после потери хозяина, может впасть в апатию.",
    "Безжалостность": "Безжалостность — это смесь гнева и принятия. Возникает при подавлении соперника. Познание связано с игнорированием боли жертвы, а поведение — с продолжением атаки. Эффект — устранение угрозы. Хищник, добивающий добычу, проявляет безжалостность.",
    "Беззаботность": "Беззаботность — это смесь радости и безмятежности. Наблюдается в безопасной среде. Познание связано с отсутствием тревог, а поведение — с игрой и исследованием. Эффект — укрепление социальных связей. Щенки, резвящиеся на лугу, демонстрируют беззаботность.",
    "Беззащитность": "Беззащитность — это смесь страха и тревоги. Возникает при потере способности к сопротивлению. Познание связано с ощущением опасности, а поведение — с замиранием или пассивностью. Эффект — избегание конфликта. Заяц, прижавшийся к земле при виде хищника, проявляет беззащитность.",
    "Безмятежность": "Безмятежность — состояние покоя. Наблюдается в безопасной среде. Познание связано с удовлетворенностью, а поведение — с расслабленной позой. Эффект — восстановление сил. Кошка, спящая на солнце, олицетворяет безмятежность.",
    "Безнадежность": "Безнадежность — это смесь печали и отвращения. Возникает при невозможности изменить ситуацию. Познание связано с отказом от действий, а поведение — с пассивностью. Эффект — энергосбережение. Птица, перестающая бороться в клетке, демонстрирует безнадежность.",
    "Безопасность": "Безопасность — это смесь доверия и принятия. Характерна для стабильной среды. Познание связано с уверенностью в защите, а поведение — с расслабленным взаимодействием. Эффект — укрепление социальных связей. Стая обезьян, спокойно отдыхающая на дереве, иллюстрирует безопасность.",
 ...

Вывод, который можно сделать из полученных данных:

Любую эмоцию, даже довольно сложную, может в той или иной степени испытывать и довольно развитое животное. Поэтому утверждение, что человек отличается от животного более сложными эмоциями или более широким спектром эмоций, в целом неверно.

Ключевым отличием человека является умение осознавать эмоцию, которую он чувствует (а результатом этого осознания может стать оперативная корректировка собственного поведения). Это представляет собой одно из проявлений особой формы интеллекта - эмоционального интеллекта, EQ.

Можно скачать код на python, или xls-файл с полным датасетом или zip со всеми файлами, включая csv для загрузки в БД.

Как можно использовать этот датасет?

Сбор и упорядочивание данных об эмоциях может открыть множество возможностей и невиданных доселе практик. Это только несколько потенциальных способов применения этой информации:

Саморазвитие: тренировки собственного эмоционального интеллекта, EQ

Можно попробовать некоторое время обдумывать / медитировать над каждой эмоцией, ее определением, пытаясь прочувствовать её, понять, как по поведению другого человека определить, что он её ощущает, тренируя, таким образом, свою нейронную сеть - не LLM, а ту, которая в голове, сердце и в желудке (хм, напрашивается очередное приложение для смартфона!)

Помощь практикующим психологам и психотерапевтам

Возможно, у каждого психолога / психотерапевта где-то в компьютере или в записной книжке имеется что-то похожее на полную и подробную базу данных эмоций, но я таковых (баз данных) пока не встречал в открытом доступе - очевидно, их очень хорошо прячут!

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Можно генерировать в игре более продвинутых, живых персонажей, не только "хитрый торговец" или "злобный гоблин". См. также роман Пелевина «S.N.U.F.F.» - там у нейросети-андроида были многочисленные настройки уровня разных эмоций и свойств характера...

Воспитание, дрессировка питомцев

Можно попробовать использовать данные из расширенного набора Колеса Плутчика.

Искусственный интеллект

Да, на этом датасете можно дообучать (файнтюнить) нейросети. Фактически, мы можем дать небольшой локальный нейросети мощный учебник-справочник с выжимками из десятков машино-часов работы мощнейших современных нейросетей, и этим поднять ее уровень в этом отдельном вопросе (эмоции и все, что с ними связано) до наиболее высокой отметки из возможных...

  • Нейросетка может попытаться распознать, какую эмоцию вы испытываете и попытаться ее нейтрализовать, усилить или изменить... (если вам уже страшно, читайте следующий буллит):

  • Это может превратиться в игру. А может выглядеть манипуляцией. Или быть элементом обучения, EQ-тренировки. Но всё в ваших руках, просто выключите умную колонку из сети, положите смартфон в карман, захлопните крышку ноутбука.

А что вы думаете о цифровизации / оцифровке эмоций?

Источник

  • 22.01.26 07:48 Kelvin Alfons

    Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth.  Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever.  After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost.  I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101

  • 22.01.26 07:50 Kelvin Alfons

    Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth.  Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever.  After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost.  I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101

  • 22.01.26 10:42 Tonerdomark

    I got my money back from the Elon Musk scam. It cost me over 1 BTC and $55,000 in Dogecoin. Scammers vowed to double investments. Their sites seemed real. Fraud was tough to catch early. They hooked me with fast doubles in weeks or months. Videos showed Musk promising giveaways and gains. I bought in. I sent Bitcoin and Dogecoin in bits at first. Small sends worked. Then I wired my full savings. It vanished quick. No answers came. Bank account empty. Bills piled up. Loans covered rent and food. Sleep fled. Stress hit hard. Life crumbled. A friend spotted my trouble. He told of his scam loss last year. Same old plays. He pointed me to Sylvester Bryant, a recovery expert. Email Yt7cracker@gmail. com. WhatsApp +1 512 577 7957 or +44 7428 662701. Sylvester acted fast. He tracked blockchain trails. Dealt with exchanges. Outsmarted the scammers. In weeks, my Bitcoin came back. Even their phony profits too. Debts gone. Life back on track. Got hit? Contact him now.

  • 22.01.26 19:25 Angela_Moore

    Help to recover money from elon musk giveaway scam I got my money back from the Elon Musk scam. It cost me over 1 BTC and $55,000 in Dogecoin. Scammers vowed to double investments. Their sites seemed real. Fraud was tough to catch early. They hooked me with fast doubles in weeks or months. Videos showed Musk promising giveaways and gains. I bought in. I sent Bitcoin and Dogecoin in bits at first. Small sends worked. Then I wired my full savings. It vanished quick. No answers came. Bank account empty. Bills piled up. Loans covered rent and food. Sleep fled. Stress hit hard. Life crumbled. A friend spotted my trouble. He told of his scam loss last year. Same old plays. He pointed me to Sylvester Bryant, a recovery expert. Email Yt7cracker@gmail. com. WhatsApp +1 512 577 7957 or +44 7428 662701. Sylvester acted fast. He tracked blockchain trails. Dealt with exchanges. Outsmarted the scammers. In weeks, my Bitcoin came back. Even their phony profits too. Debts gone. Life back on track. Got hit? Contact him now.

  • 23.01.26 07:35 Kelvin Alfons

    Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth.  Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever.  After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost.  I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101

  • 23.01.26 07:35 Kelvin Alfons

    Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth.  Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever.  After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost.  I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101

  • 26.01.26 10:36 alksnismareks

    It all started when I decided to explore online trading as a way to grow my savings. Like many, I trusted what appeared to be a legitimate platform, only to find myself trapped in a nightmare. After making consistent trades and finally deciding to withdraw my profits, I was met with silence. My account was suddenly restricted—no warning, no explanation. Every attempt to contact the broker went unanswered or was met with vague, dismissive replies. For three long, agonizing months, I lived in uncertainty. I couldn’t sleep at night. I replayed every email, every transaction, wondering if I’d made a mistake. But deep down, I knew the truth: I hadn’t done anything wrong. The broker had simply decided to lock me out and keep my money. During that time, I felt completely powerless—like I was shouting into a void. The stress affected my health, my relationships, and my ability to focus on anything else. There were days I truly believed that $167,000 was gone forever, lost to the shadows of the unregulated online trading world. I even began to accept it as a painful lesson—one that would cost me dearly but might teach me to be more cautious in the future. But something inside me refused to surrender completely. That’s when I discovered TechY Force Cyber Retrieval. At first, I was cautious—after being scammed once, I didn’t want to fall victim again. But everything about TechY Force felt different. They were transparent from the start. No grand promises, no pressure tactics. Just clear, professional communication and a deep understanding of how these fraudulent brokers operate. Most importantly, they are a licensed specialist in binary options and forex fund recovery, which gave me the confidence to move forward. From our very first consultation, their team treated my case with urgency and empathy. They walked me through the entire process, explained the legal and technical avenues available, and assured me they would handle every detail. They collected documentation, analyzed transaction trails, and engaged directly with the payment processors and the broker using precise, strategic methods I never could have navigated on my own. What happened next was nothing short of miraculous. Within weeks, the broker—who had ignored me for months—began responding. And then, without any further drama or delays, my full $167,000 USD was returned to me. No deductions. No hidden fees. Just clean, complete recovery. The relief I felt was indescribable. It wasn’t just about the money—it was about reclaiming control, restoring trust, and proving that even in the face of deception, there are still good people who fight for what’s right. If you’ve been locked out of your trading account, scammed by a fake investment platform, or had your funds unjustly withheld, please know this: you are not alone, and your money may not be lost forever. Thanks to TechY Force Cyber Retrieval, I got my life back. Their expertise, integrity, and unwavering commitment turned my despair into deliverance. I cannot recommend them highly enough. To anyone reading this in distress: don’t give up. Reach out. Take that step. Because if someone like me—broken, doubtful, and nearly hopeless—can recover every dollar… so can you. WhatsApp them + 156 172 63 697 With heartfelt thanks and renewed hope, — A Recovered and Grateful Client

  • 26.01.26 23:21 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.01.26 23:21 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.01.26 23:21 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.01.26 01:18 Kelvin Alfons

    Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth.  Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever.  After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost.  I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101

  • 27.01.26 01:19 Kelvin Alfons

    Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth.  Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever.  After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost.  I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101

  • 27.01.26 09:29 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.01.26 09:29 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.01.26 09:32 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 29.01.26 05:03 joyo

    The digital world of cryptocurrency offers big chances, but it also hides tricky scams. Losing your crypto to fraud feels awful. It can leave you feeling lost and violated. This guide tells you what to do right away if a crypto scam has hit you. These steps can help you get funds back or stop more trouble. Knowing what to do fast can change everything,reach marie ([email protected] and whatsapp:+1 7127594675)

  • 30.01.26 08:23 joseph67t

    It's a joy to write this review. Since I began working with Marie at the beginning of 2018, the service has been outstanding. Hackers stole my monies, and I was frightened about how I would get them back. I didn't know where to begin, consequently it was a nightmare for me. But once my friend told me about ([email protected] and whatsap:+1 7127594675), things became simple for me. I'm glad she was able to get my bitcoin back so I could start trading on Binance again!

  • 31.01.26 00:55 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 31.01.26 00:55 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 02.02.26 18:52 Christopherbelle

    Sylvester Bryant is a top crypto recovery agent! Then I contacted them with my story that i have been scammed. It took time, yet my stolen crypto was recovered . Need help? Reach out to Sylvester on WhatsApp at +1 512 577 7957 or +44 7428 662701. Or email yt7cracker@gmail . com.

  • 03.02.26 08:05 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 03.02.26 08:05 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 04.02.26 16:23 borutaralf

    GREAT WHIP RECOVERY CYBER SERVICES TRUSTED EXPERTS IN ONLINE RECOVERY SOLUTIONS PHONE CALL:+1(406)2729101 I was unfortunately deceived and scammed out of $88,000 by someone I trusted to manage my funds during a transaction we carried out together. The experience left me deeply disappointed and hurt, realizing that someone could betray that level of trust without any remorse. Determined to seek justice and recover what was stolen, I began searching for legal assistance and came across numerous testimonials about GREAT WHIP RECOVERY CYBER SERVICES, a group known for helping victims recover lost funds. From what I learned, they have successfully assisted many people facing similar situations, returning stolen funds to their rightful owners in a remarkably short time. In my case, the GREAT WHIP RECOVERY CYBER SERVICES were able to recover my funds within just 48 hours, which was truly unbelievable. Even more reassuring was the fact that the scammer was identified, located, and eventually arrested by local authorities in his region. That outcome brought a great sense of relief and closure. I hope this information helps others who have lost their hard-earned money due to misplaced trust. If you’re in a similar situation, you can contact them through their info below to seek help in recovering your stolen funds.  Email: [email protected]  Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  Phone Call:+1(406)2729101

  • 04.02.26 16:24 borutaralf

    GREAT WHIP RECOVERY CYBER SERVICES TRUSTED EXPERTS IN ONLINE RECOVERY SOLUTIONS PHONE CALL:+1(406)2729101 I was unfortunately deceived and scammed out of $88,000 by someone I trusted to manage my funds during a transaction we carried out together. The experience left me deeply disappointed and hurt, realizing that someone could betray that level of trust without any remorse. Determined to seek justice and recover what was stolen, I began searching for legal assistance and came across numerous testimonials about GREAT WHIP RECOVERY CYBER SERVICES, a group known for helping victims recover lost funds. From what I learned, they have successfully assisted many people facing similar situations, returning stolen funds to their rightful owners in a remarkably short time. In my case, the GREAT WHIP RECOVERY CYBER SERVICES were able to recover my funds within just 48 hours, which was truly unbelievable. Even more reassuring was the fact that the scammer was identified, located, and eventually arrested by local authorities in his region. That outcome brought a great sense of relief and closure. I hope this information helps others who have lost their hard-earned money due to misplaced trust. If you’re in a similar situation, you can contact them through their info below to seek help in recovering your stolen funds.  Email: [email protected]  Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  Phone Call:+1(406)2729101

  • 04.02.26 17:11 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 05.02.26 12:07 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK CALL:+1(406)2729101 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 05.02.26 15:46 feliciabotezatu

    Losing access to your cryptocurrency can be devastating—whether you’ve been scammed, hacked, or locked out due to a forgotten password. Many assume their digital assets are gone forever. But with the right expertise, recovery is not only possible—it’s our daily reality. At TECHY FORCE CYBER RETRIEVAL (TFCR), we’re a globally recognized, fully legitimate crypto recovery service dedicated to helping victims reclaim lost or stolen digital assets—safely, ethically, and effectively. Who We Are Backed by a team of certified blockchain forensic analysts, cybersecurity specialists, and ethical hackers, TFCR has recovered millions of dollars in Bitcoin, Ethereum, USDT, and other major cryptocurrencies for clients worldwide. We specialize in cases involving: - Investment scams and fake platforms - Wallet hacks and unauthorized transactions - Forgotten passwords, seed phrases, or corrupted backups - Inaccessible hardware or software wallets Our mission is clear: Help you recover what’s rightfully yours—with honesty, transparency, and proven results. How We Work 1. Confidential Case Review Share your situation with us—no cost, no obligation. We assess whether your case is recoverable based on transaction data, wallet details, and loss type. 2. Advanced Blockchain Forensics Using industry-leading tools, we trace your funds across blockchains, identify destination addresses, and determine if assets are held on exchanges or recoverable platforms—even after complex laundering attempts. 3. Custom Recovery Execution Depending on your case, we: - Reconstruct access to locked wallets using secure decryption methods - Engage with exchanges or payment processors to freeze or retrieve funds - Provide forensic reports to support legal or compliance actions - Negotiate with third parties when appropriate and safe 4. Secure Return & Prevention Advice Recovered assets go directly to a wallet you control. We also offer practical guidance to help you avoid future losses—because security starts after recovery. Why Choose TFCR? No Recovery, No Fee – You only pay upon successful retrieval Legitimate & Transparent – No upfront payments, no hidden costs Global Expertise – Proven success across 50+ countries Ethical Standards – All actions comply with cybersecurity and privacy best practices While crypto threats grow daily, so does our resolve. At TECHY FORCE CYBER RETRIEVAL, we don’t just track transactions—we restore trust, hope, and financial peace of mind. Don’t give up on your crypto. Act now—before critical evidence disappears. 📧 Email: [email protected] 🌐 Visit: Official https://techyforcecyberretrieval.com Website] 🕒 Available 24/7 for urgent cases Your crypto may be missing—but with TFCR, it’s never truly lost. ©️ 2026 TECHY FORCE CYBER RETRIEVAL — Trusted. Professional. Results-Driven.

  • 05.02.26 15:52 harryjones5

    How Can I Contact a Cryptocurrency Recovery Company? Visit iFORCE HACKER RECOVERY  I realize how volatile and thrilling cryptocurrency can be. After joining a Telegram-based service, I made consistent profits for six months before unexpected faults deprived me of approximately $343,000. Withdrawal blunders, little help, and rising dread kept me stuck. I then discovered iForce Hacker Recovery from positive reviews. They replied swiftly, handled my issue professionally, and walked me through every step. My valuables were returned within a week, giving me back my confidence. I heartily recommend their dependable, professional aid services. Contact Info: Website address: htt p:// iforcehackers. co m. Email: iforcehk @ consultant .co m WhatsApp: +1 240 803-3706

  • 06.02.26 14:44 feliciabotezatu

    Losing access to your cryptocurrency can be devastating—whether you’ve been scammed, hacked, or locked out due to a forgotten password. Many assume their digital assets are gone forever. But with the right expertise, recovery is not only possible—it’s our daily reality. At TECHY FORCE CYBER RETRIEVAL (TFCR), we’re a globally recognized, fully legitimate crypto recovery service dedicated to helping victims reclaim lost or stolen digital assets—safely, ethically, and effectively. Who We Are   Backed by a team of certified blockchain forensic analysts, cybersecurity specialists, and ethical hackers, TFCR has recovered millions of dollars in Bitcoin, Ethereum, USDT, and other major cryptocurrencies for clients worldwide. We specialize in cases involving: - Investment scams and fake platforms   - Wallet hacks and unauthorized transactions   - Forgotten passwords, seed phrases, or corrupted backups   - Inaccessible hardware or software wallets   Our mission is clear: Help you recover what’s rightfully yours—with honesty, transparency, and proven results. How We Work   1. Confidential Case Review      Share your situation with us—no cost, no obligation. We assess whether your case is recoverable based on transaction data, wallet details, and loss type. 2. Advanced Blockchain Forensics      Using industry-leading tools, we trace your funds across blockchains, identify destination addresses, and determine if assets are held on exchanges or recoverable platforms—even after complex laundering attempts. 3. Custom Recovery Execution      Depending on your case, we:      - Reconstruct access to locked wallets using secure decryption methods      - Engage with exchanges or payment processors to freeze or retrieve funds      - Provide forensic reports to support legal or compliance actions      - Negotiate with third parties when appropriate and safe   4. Secure Return & Prevention Advice      Recovered assets go directly to a wallet you control. We also offer practical guidance to help you avoid future losses—because security starts after recovery. Why Choose TFCR?   No Recovery, No Fee – You only pay upon successful retrieval   Legitimate & Transparent – No upfront payments, no hidden costs   Global Expertise – Proven success across 50+ countries   Ethical Standards – All actions comply with cybersecurity and privacy best practices   While crypto threats grow daily, so does our resolve. At TECHY FORCE CYBER RETRIEVAL, we don’t just track transactions—we restore trust, hope, and financial peace of mind. Don’t give up on your crypto.   Act now—before critical evidence disappears.   Email: [email protected]   Visit: Official https://techyforcecyberretrieval.com  Website]   Available 24/7 for urgent cases   Your crypto may be missing—but with TFCR, it’s never truly lost.     ©️ 2026 TECHY FORCE CYBER RETRIEVAL — Trusted. Professional. Results-Driven.

  • 07.02.26 00:44 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 07.02.26 00:44 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 07.02.26 04:43 Matt Kegan

    Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable.  http://www.solidblockforensics.com

  • 07.02.26 17:31 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 10.02.26 23:52 frankqq

    It is a pleasure to write this review. Since I began working with Marie in early 2018, the service has been outstanding. My coins were stolen by hackers, and I was afraid I wouldn't be able to recover them. It was a nightmare for me because I didn't know where to start. But after my friend told me about [email protected] and whatsapp:+1 7127594675, things became simple for me. I'm glad she was able to get my bitcoin back so I could start trading again.

  • 11.02.26 05:50 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 11.02.26 05:50 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.02.26 23:55 brouwerspatrick8

    I’ve always believed that sustainability begins at home—not just in how we recycle or conserve energy, but in the very structures we live in. For years, I dreamed of building a zero-waste neighborhood where every house functions like a living ecosystem: solar-powered, water-wise, and crowned with rooftop greenhouses that feed families and filter air. It wasn’t just architecture—it was my vision for a quieter, cleaner future. To make it real, I turned to Bitcoin. Not as a speculative bet, but as a long-term store of value aligned with my values—decentralized, transparent, and independent of broken systems. Over seven years, I poured savings, side income, and relentless discipline into building a $680,000 crypto portfolio. Every coin had a purpose: permits, materials, and community partnerships. My dream had a balance sheet. Then, in one exhausted, distracted moment, it all collapsed. It was November 2025. I was juggling contractor delays, city inspections, and endless design revisions. My nerves were frayed, my coffee pot never empty. When a “Ledger Live Update” notification popped up, I didn’t think twice. The interface looked identical—same logo, same layout. I entered my credentials… and within seconds, the app disappeared. My wallet balance dropped to zero. I sat frozen. My stomach dropped. All that work—years of sacrifice—gone in a blink. The days that followed were dark. I scoured forums, filed reports, and replayed my mistake on loop. Guilt ate at me. How could I have been so careless? My greenhouse renderings sat untouched. My dream felt like a cruel joke. Just when I was ready to walk away, I stumbled upon a newsletter about green innovation. Tucked between articles on carbon-neutral cities and next-gen solar panels was a short feature on *Digital Light Solution*—a specialized team that helps victims of crypto theft recover stolen assets. Skeptical but desperate, I reached out. What followed wasn’t magic—but it was close to it. Their team treated my case with urgency and compassion. They traced the transaction trail, identified the laundering path, and worked with exchanges to freeze what they could. Within weeks, they’d recovered a significant portion of my funds—enough to restart. Today, I’m not just rebuilding my portfolio—I’m breaking ground on my prototype greenhouse. And every beam, every pane of glass, carries the lesson I learned: that even in our most vulnerable moments, there’s still light to be found. [email protected] Telegram ——digitallightsolution website https://digitallightsolution.com/ WHAT'S  APP  https://wa.link/989vlf 

  • 12.02.26 23:56 brouwerspatrick8

    I’ve always believed that sustainability begins at home—not just in how we recycle or conserve energy, but in the very structures we live in. For years, I dreamed of building a zero-waste neighborhood where every house functions like a living ecosystem: solar-powered, water-wise, and crowned with rooftop greenhouses that feed families and filter air. It wasn’t just architecture—it was my vision for a quieter, cleaner future. To make it real, I turned to Bitcoin. Not as a speculative bet, but as a long-term store of value aligned with my values—decentralized, transparent, and independent of broken systems. Over seven years, I poured savings, side income, and relentless discipline into building a $680,000 crypto portfolio. Every coin had a purpose: permits, materials, and community partnerships. My dream had a balance sheet. Then, in one exhausted, distracted moment, it all collapsed. It was November 2025. I was juggling contractor delays, city inspections, and endless design revisions. My nerves were frayed, my coffee pot never empty. When a “Ledger Live Update” notification popped up, I didn’t think twice. The interface looked identical—same logo, same layout. I entered my credentials… and within seconds, the app disappeared. My wallet balance dropped to zero. I sat frozen. My stomach dropped. All that work—years of sacrifice—gone in a blink. The days that followed were dark. I scoured forums, filed reports, and replayed my mistake on loop. Guilt ate at me. How could I have been so careless? My greenhouse renderings sat untouched. My dream felt like a cruel joke. Just when I was ready to walk away, I stumbled upon a newsletter about green innovation. Tucked between articles on carbon-neutral cities and next-gen solar panels was a short feature on *Digital Light Solution*—a specialized team that helps victims of crypto theft recover stolen assets. Skeptical but desperate, I reached out. What followed wasn’t magic—but it was close to it. Their team treated my case with urgency and compassion. They traced the transaction trail, identified the laundering path, and worked with exchanges to freeze what they could. Within weeks, they’d recovered a significant portion of my funds—enough to restart. Today, I’m not just rebuilding my portfolio—I’m breaking ground on my prototype greenhouse. And every beam, every pane of glass, carries the lesson I learned: that even in our most vulnerable moments, there’s still light to be found. [email protected] Telegram ——digitallightsolution website https://digitallightsolution.com/ WHAT'S  APP  https://wa.link/989vlf 

  • 13.02.26 00:17 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.02.26 00:17 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.02.26 02:16 Ralf Boruta

    GREAT WHIP RECOVERY CYBER SERVICES TRUSTED EXPERTS IN ONLINE RECOVERY SOLUTIONS PHONE CALL:+1(406)2729101 I was unfortunately deceived and scammed out of $88,000 by someone I trusted to manage my funds during a transaction we carried out together. The experience left me deeply disappointed and hurt, realizing that someone could betray that level of trust without any remorse. Determined to seek justice and recover what was stolen, I began searching for legal assistance and came across numerous testimonials about GREAT WHIP RECOVERY CYBER SERVICES, a group known for helping victims recover lost funds. From what I learned, they have successfully assisted many people facing similar situations, returning stolen funds to their rightful owners in a remarkably short time. In my case, the GREAT WHIP RECOVERY CYBER SERVICES were able to recover my funds within just 48 hours, which was truly unbelievable. Even more reassuring was the fact that the scammer was identified, located, and eventually arrested by local authorities in his region. That outcome brought a great sense of relief and closure. I hope this information helps others who have lost their hard-earned money due to misplaced trust. If you’re in a similar situation, you can contact them through their info below to seek help in recovering your stolen funds.  Email: [email protected]  Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  Phone Call:+1(406)2729101

  • 13.02.26 02:16 Ralf Boruta

    GREAT WHIP RECOVERY CYBER SERVICES TRUSTED EXPERTS IN ONLINE RECOVERY SOLUTIONS PHONE CALL:+1(406)2729101 I was unfortunately deceived and scammed out of $88,000 by someone I trusted to manage my funds during a transaction we carried out together. The experience left me deeply disappointed and hurt, realizing that someone could betray that level of trust without any remorse. Determined to seek justice and recover what was stolen, I began searching for legal assistance and came across numerous testimonials about GREAT WHIP RECOVERY CYBER SERVICES, a group known for helping victims recover lost funds. From what I learned, they have successfully assisted many people facing similar situations, returning stolen funds to their rightful owners in a remarkably short time. In my case, the GREAT WHIP RECOVERY CYBER SERVICES were able to recover my funds within just 48 hours, which was truly unbelievable. Even more reassuring was the fact that the scammer was identified, located, and eventually arrested by local authorities in his region. That outcome brought a great sense of relief and closure. I hope this information helps others who have lost their hard-earned money due to misplaced trust. If you’re in a similar situation, you can contact them through their info below to seek help in recovering your stolen funds.  Email: [email protected]  Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  Phone Call:+1(406)2729101

  • 13.02.26 18:29 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.02.26 18:29 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.02.26 23:59 Lilyfox

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  • 18.02.26 00:01 Lilyfox

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  • 18.02.26 03:23 walterlindahi9

    This past January, my world came crashing down. I lost nearly $42,000 of my hard-earned savings to a sophisticated Solana-based crypto scam. At first, it all seemed legitimate: sleek website, professional whitepaper, even glowing testimonials from “investors.” I’d done my homework, or so I thought. The promise of high returns in a volatile market felt like my ticket to financial freedom. For the first few months, everything appeared to be working. My portfolio showed steady gains. I remember checking my wallet balance daily, feeling a mix of pride and relief. I’ve cracked the code to building real wealth. Then, without warning, the platform vanished. Wallet addresses went dead. Support channels disappeared, and my funds were gone in an instant. The emotional fallout was worse than the financial loss. Sleepless nights became the norm. Anxiety gnawed at me constantly. I replayed every decision in my head, blaming myself for being naive. I vowed never to trust anyone again, not influencers, not experts, not even my own judgment. But giving up wasn’t an option. I owed it to myself and to my future to fight back. So I began digging. I scoured Reddit threads, filed reports with blockchain analytics firms, and even contacted local authorities (though they offered little help). The more I searched, the more overwhelmed I became, lost in a labyrinth of technical jargon, dead ends, and predatory recovery services asking for upfront fees. Then, through a survivor’s forum, I stumbled upon TechY Force Cyber Retrieval. Skeptical but desperate, I reached out. What set them apart wasn’t just their expertise; it was their empathy. They didn’t make wild promises. Instead, they walked me through how crypto tracing works, what success looks like, and what realistic timelines are. No pressure. No false hope. Within weeks, their forensic team identified transaction trails linked to the scam wallet. Using on-chain analysis and coordination with exchanges, they flagged suspicious activity and initiated recovery protocols. It wasn’t magic, but it was methodical, transparent, and grounded in real blockchain intelligence. Today, I’m cautiously optimistic. While not all funds have been recovered yet, TechY Force has already secured a significant portion and, more importantly, restored my sense of agency. I’m sleeping again. I’m healing. If you’ve been scammed, know this: you’re not alone, and you’re not foolish. Crypto fraud preys on hope, but that same hope can fuel your comeback. Don’t suffer in silence. Reach out. Ask questions. And never let a scammer steal your future along with your funds. WhatsApp +1(561) 726 3697 Mail. Techyforcecyberretrieval(@)consultant(.)com Telegram (@)TechCyberforc

  • 22.02.26 03:48 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 22.02.26 03:49 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 22.02.26 18:58 Natasha Williams

    I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101

  • 22.02.26 19:00 Natasha Williams

    I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101

  • 23.02.26 23:26 chongfook

    As cryptocurrencies continue to reshape global finance in 2026, the risks have never been higher. From sophisticated phishing campaigns to fake wallet apps and investment scams, millions of investors face the devastating reality of lost or stolen digital assets. When your crypto vanishes, panic sets in—and that's when fraudsters strike again, posing as "recovery experts" to exploit your vulnerability.   CONTACTS US   Techyforcecyberretrieval(@)consultant(.)com   https(://)techyforcecyberretrieval(.)com But there's a legitimate path forward. TECHY FORCE CYBER RETRIEVAL stands as the industry's most trusted crypto recovery company, combining advanced blockchain forensics, global partnerships, and a client-centric approach to help victims reclaim what was stolen. ---  Why Recovery Is Possible—With the Right Team Cryptocurrency's decentralized, pseudonymous nature makes asset recovery complex—but not impossible. The blockchain is transparent. Every transaction leaves a trail. The challenge isn't finding the funds—it's having the expertise to follow that trail through mixers, bridges, and exchange deposits before they disappear forever. That's where TECHY FORCE CYBER RETRIEVAL excels. ---  Our Proven Recovery Framework We don't believe in shortcuts, false promises, or upfront fees. Our process is built on transparency, forensic precision, and real results. Here's how we work: 1. Case Intake & Initial Assessment   You begin by submitting a detailed report: compromised wallet addresses, transaction IDs, timestamps, and any communication with scammers. Our intake team reviews your case within hours to determine immediate next steps. 2. Blockchain Forensic Analysis   Our specialists deploy proprietary tracking tools to map the movement of your stolen assets across multiple blockchains. We identify laundering patterns, exchange deposit addresses, and potential freezing points—building a clear investigative roadmap. 3. Global Partner Coordination   Through established relationships with regulated exchanges, DeFi protocols, and compliance teams worldwide, we initiate direct communication to flag suspicious transactions and request asset freezes where legally permissible. 4. Legal & Regulatory Engagement   When necessary, we collaborate with legal partners and law enforcement agencies to strengthen recovery efforts—especially in cases involving large-scale hacks or organized fraud rings. 5. Recovery Execution & Fund Return   Once assets are secured, they're transferred directly to a new, secure wallet of your choice. We never hold your funds. And critically, we operate on a success-only model. You pay nothing unless we recover your assets. 6. Post-Recovery Security Guidance   Recovery is only half the battle. We provide personalized recommendations to secure your remaining holdings—from hardware wallet setup to phishing awareness training—so you can move forward with confidence. ---  What Sets TECHY FORCE CYBER RETRIEVAL Apart While countless "recovery services" flood the internet, few deliver legitimate results. Here's why we're consistently rated the best crypto recovery company in 2026: - Zero Upfront Fees – We only succeed when you do. No hidden charges. No bait-and-switch tactics.   - Advanced Blockchain Intelligence – Our forensic tools track assets across Bitcoin, Ethereum, Solana, and 50+ other networks.   - Global Reach – Partnerships with exchanges and regulatory bodies in North America, Europe, and Asia maximize recovery odds.   - Client-First Communication – Weekly updates. Clear timelines. No ghosting.   - Proven Track Record – Hundreds of successful recoveries in 2025–2026, with millions returned to rightful owners. ---  Emerging Trends in 2026: What Victims Need to Know The threat landscape evolves constantly. This year's biggest risks include: - AI-Powered Phishing: Scammers now use deepfake voice and video to impersonate support staff.   - Cross-Chain Bridge Exploits: Funds moved between networks are increasingly targeted.   - Fake Recovery Services: Fraudsters pose as legitimate firms—always verify credentials before sharing information. TECHY FORCE CYBER RETRIEVAL stays ahead of these threats, continuously updating our tools and strategies to protect and serve our clients. CONTACTS US   Techyforcecyberretrieval(@)consultant(.)com   https(://)techyforcecyberretrieval(.)com ---  Your Next Step If you've lost crypto to a scam, hack, or forgotten credentials, don't let despair—or another fraudster—steal your second chance. TECHY FORCE CYBER RETRIEVAL is accessible, transparent, and ready to help. Reach out today. Let our experts assess your case—and show you that even in 2026, stolen crypto doesn't have to stay lost forever. — TECHY FORCE CYBER RETRIEVAL   Advanced Forensics. Global Reach. Your Recovery.

  • 24.02.26 15:31 [email protected]`

    Like many others, I was drawn in by the allure of cryptocurrency and the promise of financial freedom. When I encountered a self-proclaimed "crypto guru" online, his confidence and flashy lifestyle convinced me that he held the key to success. Eager to learn, I parted with $15,000 for his exclusive course, believing it would grant me access to an elite trading group and lucrative market insights. Initially, my excitement was palpable; I truly thought I was on the verge of a breakthrough. However, that enthusiasm quickly curdled into dread. Once inside the group, the dynamic shifted from education to aggressive exploitation. Instead of genuine mentorship, members were relentlessly upsold on fake trading signals that yielded nothing but losses. The pressure escalated when we were encouraged to invest in a supposed "private pool," which required an additional, staggering access fee of $60,000. It was only as I began to notice glaring inconsistencies and a complete lack of real results among the members that the fog lifted. I realized I hadn't joined a community of traders; I had walked into a sophisticated trap designed specifically to prey on newcomers like myself. The realization that the promises of wealth and insider knowledge were nothing more than a façade left me feeling vulnerable, deceived, and financially devastated. The dream of easy returns had turned into a heavy burden of regret. Desperate for a solution and refusing to let the fraudsters win, I began searching for help. That is when I discovered DIGITAL LIGHT SOLUTION, a firm specializing in online fraud investigations. Reaching out to them was the turning point. Their team approached my case with professionalism and empathy, immediately understanding the complexity of the scam. They guided me through the investigation process, uncovering the layers of deception used by the "guru" and his network. Thanks to their expertise and relentless pursuit of justice, I was able to navigate the aftermath of this ordeal with clarity rather than confusion. While the experience was a harsh lesson, connecting with DIGITAL LIGHT SOLUTION restored my hope and proved that there are still allies ready to fight against online exploitation. If you find yourself in a similar situation, do not lose hope—seek professional help immediately. Contact them directly Website https://digitallightsolution.com/ Email — Digitallightsolution(At)qualityservice(DOT)com What's App — https://wa.link/989vlf

  • 24.02.26 15:32 [email protected]`

    Like many others, I was drawn in by the allure of cryptocurrency and the promise of financial freedom. When I encountered a self-proclaimed "crypto guru" online, his confidence and flashy lifestyle convinced me that he held the key to success. Eager to learn, I parted with $15,000 for his exclusive course, believing it would grant me access to an elite trading group and lucrative market insights. Initially, my excitement was palpable; I truly thought I was on the verge of a breakthrough. However, that enthusiasm quickly curdled into dread. Once inside the group, the dynamic shifted from education to aggressive exploitation. Instead of genuine mentorship, members were relentlessly upsold on fake trading signals that yielded nothing but losses. The pressure escalated when we were encouraged to invest in a supposed "private pool," which required an additional, staggering access fee of $60,000. It was only as I began to notice glaring inconsistencies and a complete lack of real results among the members that the fog lifted. I realized I hadn't joined a community of traders; I had walked into a sophisticated trap designed specifically to prey on newcomers like myself. The realization that the promises of wealth and insider knowledge were nothing more than a façade left me feeling vulnerable, deceived, and financially devastated. The dream of easy returns had turned into a heavy burden of regret. Desperate for a solution and refusing to let the fraudsters win, I began searching for help. That is when I discovered DIGITAL LIGHT SOLUTION, a firm specializing in online fraud investigations. Reaching out to them was the turning point. Their team approached my case with professionalism and empathy, immediately understanding the complexity of the scam. They guided me through the investigation process, uncovering the layers of deception used by the "guru" and his network. Thanks to their expertise and relentless pursuit of justice, I was able to navigate the aftermath of this ordeal with clarity rather than confusion. While the experience was a harsh lesson, connecting with DIGITAL LIGHT SOLUTION restored my hope and proved that there are still allies ready to fight against online exploitation. If you find yourself in a similar situation, do not lose hope—seek professional help immediately. Contact them directly Website https://digitallightsolution.com/ Email — Digitallightsolution(At)qualityservice(DOT)com What's App — https://wa.link/989vlf

  • 26.02.26 16:29 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.02.26 16:29 michaeldavenport238

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.02.26 00:08 sanayoliver

    I spend my days studying the mysteries of the universe, delving into black holes, quantum mechanics, and the nature of time itself. But apparently, the real black hole I should have been concerned about was my own memory. I encrypted my Bitcoin wallet to keep it as secure as possible. The problem? I promptly forgot the password. Classic, right? It didn't help that this wasn't just pocket change I was dealing with. No, I had $190,000 in Bitcoin sitting in that wallet, and my mind had decided to take a vacation, leaving me with absolutely no idea what that password was. The panic set in fast. My brain, which could solve some of the most complex physics equations, couldn't remember a 12-character password. It felt like my entire financial future was being sucked into a black hole, one I'd created myself. Desperate, I tried everything. I thought I could outsmart the system, using every trick I could think of. I tried variations of passwords I thought I might have used, analyzing them through the lens of my own behavioral patterns. I even resorted to good ol' brute force, typing random combinations for hours, hoping that maybe, just maybe, my subconscious would strike gold. Spoiler alert: it didn't. Each failed attempt made me feel more and more like a genius who'd locked themselves out of their own universe. In a final act of desperation, admitting that theoretical physics couldn't crack my own encryption, I contacted TechY Force Cyber Retrieval. From the moment I reached out, the difference was night and day. While I had been flailing in the dark, they approached my case with a precision that rivaled the calculations I do daily. They didn't promise miracles; they promised a methodical, advanced recovery process. Within a surprisingly short timeframe, they utilized specialized tools to bypass the mental block I couldn't overcome. When they finally recovered the wallet and confirmed the full $190,000 was intact and accessible, the relief was indescribable. It was as if I had pulled my financial future back from the event horizon just before it was lost forever. To anyone thinking they are too smart to lose their keys, or too logical to make such a mistake: don't wait until you are staring into the abyss. If you find yourself in a situation where your own memory has become your greatest enemy, trust the experts at TechY Force Cyber Retrieval. They turned my personal black hole into a success story, proving that sometimes, even the brightest minds need a little help to find the light. REACH OUT TO THEM ON MAIL [email protected]

  • 27.02.26 02:04 elizabethmadison

    My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) (Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site) (Email [email protected])

  • 27.02.26 02:04 elizabethmadison

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  • 27.02.26 15:57 luciajessy3

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  • 27.02.26 15:59 wendytaylor015

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  • 27.02.26 15:59 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.02.26 16:00 wendytaylor015

    My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.02.26 16:01 luciajessy3

    Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…

  • 27.02.26 16:01 luciajessy3

    Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…

  • 27.02.26 16:01 luciajessy3

    Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…

  • 01.03.26 10:48 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 01.03.26 10:48 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 03.03.26 14:09 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK CALL:+1(406)2729101 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 03.03.26 14:09 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK CALL:+1(406)2729101 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 04.03.26 07:21 Jane4

    I lost about $600k Bitcoin last year, I searched around and tried to work with some recovery firm unfortunately I was scammed as well. This happened for months until I came across [email protected] They came to my rescue and all my funds were recovered within few days I'm so happy right now .

  • 04.03.26 07:22 Jane4

    I lost about $600k Bitcoin last year, I searched around and tried to work with some recovery firm unfortunately I was scammed as well. This happened for months until I came across [email protected] They came to my rescue and all my funds were recovered within few days I'm so happy right now .

  • 04.03.26 12:25 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 04.03.26 12:25 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.03.26 13:36 CARL9090

    In January, my life shifted in a way I never expected. I clicked a trading link given to me by someone I found on Telegram, believing it was legitimate. It looked professional. It felt secure. I trusted it. Until I tried to withdraw my money. Within seconds, everything was gone, transferred into a wallet claiming account without a trace. That was the moment the truth hit me: I had been scammed. The emotional fallout was brutal. For weeks, I couldn’t even speak about it. I thought people would judge me. I thought they’d say I should have known better. Then someone stepped in who changed everything Agent Jasmine Lopez ,She listened without judgment. She treated my fear as real and valid. She traced patterns, uncovered off-chain indicators, and identified wallet clusters linked to a larger scam network. She showed me that what happened wasn’t random it was organized and intentional. For the first time, I felt hope. Hearing that students, parents, and hardworking people had been targeted the same way made me realize this wasn’t stupidity. It was predation. We weren’t careless we were deliberately targeted and manipulated I’m still healing. The experience changed me. But it also reminded me that even in your darkest moment, there can be someone willing to shine a light. Contact her at [email protected] WHATSAPP +44 7478077894

  • 07.03.26 07:46 Jane4

    I lost about $600k Bitcoin last year, I searched around and tried to work with some recovery firm unfortunately I was scammed as well. This happened for months until I came across [email protected] They came to my rescue and all my funds were recovered within few days I'm so happy right now .

  • 07.03.26 07:46 Jane4

    I lost about $600k Bitcoin last year, I searched around and tried to work with some recovery firm unfortunately I was scammed as well. This happened for months until I came across [email protected] They came to my rescue and all my funds were recovered within few days I'm so happy right now .

  • 07.03.26 08:39 Jane4

    I lost about $600k Bitcoin last year, I searched around and tried to work with some recovery firm unfortunately I was scammed as well. This happened for months until I came across [email protected] They came to my rescue and all my funds were recovered within few days I'm so happy right now .

  • 07.03.26 08:55 Jane4

    I lost about $600k Bitcoin last year, I searched around and tried to work with some recovery firm unfortunately I was scammed as well. This happened for months until I came across [email protected] They came to my rescue and all my funds were recovered within few days I'm so happy right now .

  • 07.03.26 09:40 Alena76

    Most people have been scammed severally and they give up on their funds I'm saying these because I was a victim too After loosing 745,000 USD I lose my mind until I read about COIN HACK RECOVERY I decided to contact the company on: [email protected] and I'm glad I made the decision not to give up. they helped me to recover all my lost funds within two days.

  • 07.03.26 10:37 Alena76

    Most people have been scammed severally and they give up on their funds I'm saying these because I was a victim too After loosing 745,000 USD I lose my mind until I read about COIN HACK RECOVERY I decided to contact the company on: [email protected] and I'm glad I made the decision not to give up. they helped me to recover all my lost funds within two days.

  • 07.03.26 10:37 Alena76

    Most people have been scammed severally and they give up on their funds I'm saying these because I was a victim too After loosing 745,000 USD I lose my mind until I read about COIN HACK RECOVERY I decided to contact the company on: [email protected] and I'm glad I made the decision not to give up. they helped me to recover all my lost funds within two days.

  • 07.03.26 17:49 Natasha Williams

    I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101

  • 07.03.26 20:10 ericbank61

    I never thought I’d be the one writing one of these stories. You hear about crypto scams, hacks, and lost fortunes, and you think, “That’s for other people. The careless ones.” I was careful. Or so I believed. It started with a sophisticated phishing attack. An email that looked identical to a legitimate exchange notification, a link to “verify my wallet security,” and a moment of distracted panic. I clicked. Within hours, my life savings in Bitcoin—a sum I’d been accumulating for five years—vanished from my private wallet. The transaction hash was a cold, unfeeling tombstone on the blockchain. My stomach dropped into a void. I felt physically ill. The police filed a report, but their knowledge ended at the edge of traditional finance. The exchange offered sympathy but no solutions. I was adrift, utterly hopeless. After weeks of despair, scouring forums in the dead of night, I found a thread mentioning Mighty Hacker Recovery. The name sounded almost too bold, like something from a cheesy movie. But the testimonials were detailed, sober, and from people who sounded just like me: desperate, betrayed, and out of options. With nothing left to lose, I reached out. Their intake process was professional but guarded. They asked for transaction IDs, wallet addresses, and a detailed timeline—no promises, just facts. A consultant named Leo became my point of contact. He had a calm, analytical voice that cut through my panic. “We don’t hack *into* systems,” he explained. “We follow the digital trail. We analyze the attack vector, trace the flow of funds through the blockchain’s transparency, and identify the weak points in the scammer’s own security. Sometimes, it’s about speed and outmaneuvering them before they can launder the assets.” What followed was a tense, silent partnership. I provided every shred of information I had, while Leo’s team worked in the shadows. There were days of silence that felt like years. Then, an update: they’d traced my BTC to a mixing service, a tool scammers use to obfuscate the trail. Mighty Hacker Recovery used advanced blockchain forensic techniques to peel back those layers. They discovered the scammer had made a critical error—a small portion of the funds was sent to a KYC-compliant exchange wallet. That was the chink in the armor. Using the immutable evidence from the blockchain and legal pressure channels they’d established with certain international platforms, they initiated a recovery claim. The process was complex, involving digital affidavits and proof of illicit origin. Three weeks after my first desperate email, Leo called. “We’ve secured a freeze on the destination wallet. The exchange is cooperating. We’re initiating the reversal.” I didn’t dare believe it until I saw it. Two days later, my wallet balance updated. My Bitcoin, minus Mighty Hacker Recovery’s contingency fee, was back. The relief wasn’t euphoric; it was a deep, trembling exhaustion, like waking up from a nightmare. They didn’t perform magic. They applied intense expertise, relentless persistence, and an intricate understanding of both the blockchain’s weaknesses and a scammer’s psychology. They gave me back more than my crypto; they gave me back a sense of agency in a landscape designed to make victims feel powerless. If you’re reading this from your own private hell of loss, know this: the trail never truly disappears. You just need the right team to follow it. For me, that was Mighty Hacker Recovery.

  • 07.03.26 22:44 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 07.03.26 22:44 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 11.03.26 19:43 Michael Jensen

    With the help and expertise of CapitalNode Analytics, i was able to get back my digital tokens from a fake investment platform. They are swift, precise and transparent in their operations.

  • 12.03.26 15:04 Mike Franz

    I recently ran into a serious issue with my cryptocurrency account that left me unable to access my bitcoin wallet. After several failed login attempts and repeated blocks from the system, I began to worry that I might lose access to my $415,000 permanently. Determined to fix the problem, After spending hours reading a review of GREAT WHIP RECOVERY CYBER SERVICES, on how they successfully assisted countless individuals in similar situations as mine. The process was stressful, but eventually the issue was resolved and I was able to regain access to my bitcoin wallet account. I’m immensely grateful to GREAT WHIP RECOVERY CYBER SERVICES for their incredible work, for those who need help, you can contact through the following channels: Phone Call: +1(406)2729101 Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Mail: [email protected]

  • 12.03.26 15:05 Mike Franz

    I recently ran into a serious issue with my cryptocurrency account that left me unable to access my bitcoin wallet. After several failed login attempts and repeated blocks from the system, I began to worry that I might lose access to my $415,000 permanently. Determined to fix the problem, After spending hours reading a review of GREAT WHIP RECOVERY CYBER SERVICES, on how they successfully assisted countless individuals in similar situations as mine. The process was stressful, but eventually the issue was resolved and I was able to regain access to my bitcoin wallet account. I’m immensely grateful to GREAT WHIP RECOVERY CYBER SERVICES for their incredible work, for those who need help, you can contact through the following channels: Phone Call: +1(406)2729101 Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Mail: [email protected]

  • 15.03.26 20:22 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.03.26 20:22 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.03.26 20:22 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 16.03.26 12:01 [email protected]

    I would like to highly recommend TOP RECOVERY EXPERT, the best in cryptocurrency recovery. I want the world to know how exceptional their services are. For years, I faced a very difficult time after being scammed out of $453,000 in Ethereum. It was devastating to realize that someone could steal from me without remorse after I trusted them. Determined to recover my funds legally, I began searching for reliable help and came across TOP RECOVERY EXPERT, the most professional recovery service I have ever found. With their expertise and support, I was able to recover my entire Ethereum wallet. I now understand that while many investment opportunities can seem too good to be true, professional guidance can make all the difference. Thanks to TOP RECOVERY EXPERT, I have regained not only my assets ETH but also my peace of mind and happiness. Their dedication and professionalism have truly changed my life. I am now the happiest person I have ever been, all because of their help. If you have been a victim of a crypto scam, I strongly advise you to reach out to TOP RECOVERY EXPERT. Contact Information: Text/Call: +1 (346) 980-9102 Email: [email protected] For more information visit his website: https://toprecoveryexpert2.wixsite.com/consultant

  • 16.03.26 13:20 luciajessy3

    There are many recommendations online, but not all of them are trustworthy. Unfortunately, some so-called “recovery services” are scams themselves and may try to take advantage of people who have already lost money. If you’ve been scammed, be extremely cautious about anyone promising guaranteed recovery — especially if they ask for upfront fees. Always do thorough research, verify credentials, and consider reporting the incident to. Cyberrefundexperts {A} Consultant {.} Com , Stay alert and protect yourself.

  • 16.03.26 13:20 luciajessy3

    There are many recommendations online, but not all of them are trustworthy. Unfortunately, some so-called “recovery services” are scams themselves and may try to take advantage of people who have already lost money. If you’ve been scammed, be extremely cautious about anyone promising guaranteed recovery — especially if they ask for upfront fees. Always do thorough research, verify credentials, and consider reporting the incident to. Cyberrefundexperts @ Consultant . Com , Stay alert and protect yourself.

  • 18.03.26 15:27 keithwilson9899

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  • 18.03.26 15:27 keithwilson9899

    ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 08:03 Alena76

    Most people have been scammed severally and they give up on their funds I'm saying these because I was a victim too After loosing 745,000 USD I lose my mind until I read about COIN HACK RECOVERY I decided to contact the company on: [email protected] and I'm glad I made the decision not to give up. they helped me to recover all my lost funds within two days.

  • 08:04 Alena76

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  • 08:15 Alena76

    Most people have been scammed severally and they give up on their funds I'm saying these because I was a victim too After loosing 745,000 USD I lose my mind until I read about COIN HACK RECOVERY I decided to contact the company on: [email protected] and I'm glad I made the decision not to give up. they helped me to recover all my lost funds within two days.

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