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Н Новости

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...

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:

Слабые эмоции — те, которые обычно не вызывают сильных физиологических или психических реакций;
Умеренные эмоции — это эмоции средней интенсивности, которые могут влиять на поведение, но не подавляют полностью;
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:

Окраска эмоции (Позитивность - Нейтральность - Негативность)
Интенсивность эмоции (Слабые - Умеренные - Сильные)
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):

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.
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.
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.
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.
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.
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.
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.
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

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

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!

Образование, педагогика и андрагогика

Поможет чувствовать аудиторию, понимать, какую эмоцию ты хочешь вызвать тем или иным слайдом, рассказанной историей или таблицей с показателями компании (и оценить, какую вызовешь фактически)...

Маркетинг

Так, давайте-ка попробуем вызвать у нашего клиента при первой встрече с нашим продуктом эмоцию номер 185. Нет, пожалуй, это слишком, начнем с 98-й...

Разработка компьютерных игр

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?

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7 мар. 2025 г.

19.11.25 08:11 JuneWatkins

I’m June Watkins from California. I never thought I’d lose my life savings in Bitcoin. One wrong click, a fake wallet update, and $187,000 vanished in seconds. I cried for days, felt stupid, ashamed, and completely hopeless. But God wouldn’t let me stay silent or defeated. A friend sent me a simple message: “Contact Mbcoin Recovery Group, they specialize in this.” I was skeptical (there are so many scammers), but something in my spirit said “try.” I reached out to Mbcoin Recovery Group through their official site and within minutes their team responded with kindness and clarity. They walked with me step by step, and stayed in constant contact. Three days later, I watched in tears as every single Bitcoin returned to my wallet, 100% recovered. God turned my mess into a message and my shame into a testimony! If you’ve lost crypto and feel it’s gone forever, don’t give up. I’m living proof that recovery is possible. Thank you, Mbcoin Recovery Group, and thank You, Jesus, for never leaving me stranded. contact: (https://mbcoinrecoverygrou.wixsite.com/mb-coin-recovery) (Email: [email protected]) (Call Number: +1 346 954-1564)
19.11.25 08:26 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) (Email [email protected])
19.11.25 08:27 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])
19.11.25 16:30 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
19.11.25 16:30 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
20.11.25 15:55 mariotuttle94

HIRE THE BEST HACKER ONLINE FOR CRYPTO BITCOIN SCAM RECOVERY / iFORCE HACKER RECOVERY After a security breach, my husband lost $133,000 in Bitcoin. We sought help from a professional cybersecurity team iForce Hacker Recovery they guided us through each step of the recovery process. Their expertise allowed them to trace the compromised funds and help us understand how the breach occurred. The experience brought us clarity, restored a sense of stability, and reminded us of the importance of strong digital asset and security practices. Website: ht tps:/ /iforcehackers. c om WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om
21.11.25 10:56 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
21.11.25 10:56 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
22.11.25 04:41 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I got connected to the best female expert AGENT Jasmine Lopez,,( [email protected] ) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
22.11.25 22:04 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
22.11.25 22:04 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
22.11.25 22:05 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
23.11.25 03:34 Matt Kegan

SolidBlock Forensics are absolutely the best Crypto forensics team, they're swift to action and accurate
23.11.25 09:54 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.11.25 18:01 mosbygerry

I recently had the opportunity to work with a skilled programmer who specialized in recovering crypto assets, and the results were nothing short of impressive. The experience not only helped me regain control of my investments but also provided valuable insight into the intricacies of cryptocurrency technology and cybersecurity. The journey began when I attempted to withdraw $183,000 from an investment firm, only to encounter a series of challenges that made it impossible for me to access my funds. Despite seeking assistance from individuals claiming to be Bitcoin miners, I was unable to recover my investments. The situation was further complicated by the fact that all my deposits were made using various cryptocurrencies that are difficult to trace. However, I persisted in my pursuit of recovery, driven by the determination to reclaim my losses. It was during this time that I discovered TechY Force Cyber Retrieval, a team of experts with a proven track record of successfully recovering crypto assets. With their assistance, I was finally able to recover my investments, and in doing so, gained a deeper understanding of the complex mechanisms that underpin cryptocurrency transactions. The experience taught me that with the right expertise and guidance, even the most seemingly insurmountable challenges can be overcome. I feel a sense of obligation to share my positive experience with others who may have fallen victim to cryptocurrency scams or are struggling to recover their investments. If you find yourself in a similar situation, I highly recommend seeking the assistance of a trustworthy and skilled programmer, such as those at TechY Force Cyber Retrieval. WhatsApp (+1561726 3697) or (+1561726 3697). Their expertise and dedication to helping individuals recover their crypto assets are truly commendable, and I have no hesitation in endorsing their services to anyone in need. By sharing my story, I hope to provide a beacon of hope for those who may have lost faith in their ability to recover their investments and to emphasize the importance of seeking professional help when navigating the complex world of cryptocurrency.
24.11.25 11:43 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
24.11.25 11:43 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
24.11.25 16:34 Mundo

I wired 120k in crypto to the wrong wallet. One dumb slip-up, and poof gone. That hit me hard. Lost everything I had built up. Crypto moves on the blockchain. It's like a public record book. Once you send, that's it. No take-backs. Banks can fix wire mistakes. Not here. Transfers stick forever. a buddy tipped me off right away. Meet Sylvester Bryant. Guy's a pro at pulling back lost crypto. Handles cases others can't touch, he spots scammer moves cold. Follows money down secret paths. Mixers. Fake trades. Hidden swaps. You name it, he tracks it. this happens to tons of folks. Fat-finger a key. Miss one digit in the address. Boom. Billions vanish like that each year. I panicked. Figured my stash was toast for good. Bryant flipped the script. He jumps on hard jobs quick. Digs deep. Cracks the trail. Got my funds back safe. You're in the same boat? Don't sit there. Hit him up today. Email [email protected]. WhatsApp +1 512 577 7957. Or +44 7428 662701. Time's your enemy here. Scammers spend fast. Chains churn non-stop. Move now. Grab your cash back home.
25.11.25 05:15 michaeldavenport218

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
25.11.25 13:31 mickaelroques52

CRYPTO TRACING AND INVESTIGATION EXPERT: HOW TO RECOVER STOLEN CRYPTO_HIRE RAPID DIGITAL RECOVERY
25.11.25 13:31 mickaelroques52

I’ve always considered myself a careful person when it comes to money, but even the most cautious people can be fooled. A few months ago, I invested some of my Bitcoin into what I believed was a legitimate platform. Everything seemed right, professional website, live chat support and even convincing testimonials. I thought I had done my homework. But when I tried to withdraw my funds, everything fell apart. My account was blocked, the so-called support team disappeared and I realized I had been scammed. The shock was overwhelming. I couldn’t believe I had fallen for it. That Bitcoin represented years of savings and sacrifices and it felt like everything had been stolen from me in seconds. I didn’t sleep for days and I was angry at myself for trusting the wrong people. In my desperation, I started searching for solutions and came across Rapid Digital Recovery. At first, I thought it was just another promise that would lead nowhere. But after speaking with them, I realized this was different. They were professional, clear and understanding. They explained exactly how they track stolen funds through blockchain forensics and what steps would be taken in my case. I gave them all the transaction details and they immediately got to work. What impressed me most was their transparency, they gave me updates regularly and kept me involved in the process. After weeks of investigation, they achieved what I thought was impossible: they recovered my stolen Bitcoin and safely returned it to my wallet. The relief I felt that day is indescribable. I went from feeling hopeless and broken to feeling like I had been given a second chance. I am forever grateful to Rapid Digital Recovery. They didn’t just recover my money, they restored my peace of mind. If you’re reading this because you’ve been scammed, please know you’re not alone and that recovery is possible. I’m living proof that with the right help, you can get your funds back... Contact Info Below WhatSapp: + 1 414 807 1485 Email: rapiddigitalrecovery (@) execs. com Telegram: + 1 680 5881 631
26.11.25 18:18 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
26.11.25 18:20 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
26.11.25 19:13 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site
26.11.25 19:13 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site
26.11.25 19:13 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site
27.11.25 10:56 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
27.11.25 10:56 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
27.11.25 20:04 deborah113

Scammed Crypto Asset Recovery Solution Hire iFORCE HACKER RECOVERY When I traded online, I lost both my investment money and the anticipated gains. Before permitting any withdrawals, the site kept requesting more money, and soon I recognized I had been duped. It was really hard to deal with the loss after their customer service ceased responding. I saw a Facebook testimonial about how iForce Hacker Recovery assisted a victim of fraud in getting back the bitcoin she had transferred to con artists. I contacted iForce Hacker Recovery, submitted all relevant case paperwork, and meticulously followed the guidelines. I'm relieved that I was eventually able to get my money back, including the gains that were initially displayed on my account. I'm sharing my story to let others who have been conned know that you can recover your money. WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om Website: ht tps:/ /iforcehackers. c om
27.11.25 23:48 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.11.25 23:48 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
28.11.25 00:08 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected])WhatsApp at +44 736-644-5035. ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it.
28.11.25 11:15 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
28.11.25 11:15 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
28.11.25 11:43 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])
28.11.25 11:43 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])
29.11.25 12:35 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
29.11.25 12:35 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
29.11.25 12:35 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
30.11.25 20:37 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
01.12.25 12:27 Thomas Muller

YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 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]
01.12.25 12:27 Thomas Muller

YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 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]
01.12.25 23:45 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
01.12.25 23:45 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
02.12.25 02:21 donald121

In 2025 alone, hackers stole over $1.5 billion in digital assets from users worldwide. That's a wake-up call for anyone holding crypto. Theft hits hard because once funds move, they're tough to get back. Common ways it happens include phishing emails that trick you into giving up keys, big exchange breaches, or malware sneaking into your wallet. Marie guide walks you through steps to recover stolen cryptocurrency. You'll learn quick actions to stop more loss, how to trace funds, and ways to fight back legally. Plus, tips to avoid this mess next time. reach her (infocyberrecoveryinc@gmail com and whatsapp:+1 7127594675)
02.12.25 15:05 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.
03.12.25 09:22 tyrelldavis1

I still recall the day I fell victim to an online scam, losing a substantial amount of money to a cunning fraudster. The feeling of helplessness and despair that followed was overwhelming, and I thought I had lost all hope of ever recovering my stolen funds. However, after months of searching for a solution, I stumbled upon a beacon of hope - GRAYWARE TECH SERVICE, a highly reputable and exceptionally skilled investigative and recovery firm. Their team of expert cybersecurity professionals specializes in tracking and retrieving money lost to internet fraud, and I was impressed by their unwavering dedication to helping victims like me. With their extensive knowledge and cutting-edge technology, they were able to navigate the complex world of online finance and identify the culprits behind my loss. What struck me most about GRAYWARE TECH SERVICE was their unparalleled expertise and exceptional customer service. They took the time to understand my situation, provided me with regular updates, and kept me informed throughout the entire recovery process. Their transparency and professionalism were truly reassuring, and I felt confident that I had finally found a reliable partner to help me recover my stolen money. Thanks to GRAYWARE TECH SERVICE, I was able to recover a significant portion of my lost funds, and I am forever grateful for their assistance. Their success in retrieving my money not only restored my financial stability but also restored my faith in the ability of authorities to combat online fraud. If you have fallen victim to internet scams, I highly recommend reaching out to GRAYWARE TECH SERVICE - their expertise and dedication to recovering stolen funds are unparalleled, and they may be your only hope for retrieving what is rightfully yours. You can reach them on whatsapp+18582759508 web at ( https://graywaretechservice.com/ ) also on Mail: ([email protected]
03.12.25 21:01 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
03.12.25 22:17 Tonerdomark

I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: yt7cracker@gmail. com. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.
04.12.25 01:37 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
04.12.25 01:37 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
04.12.25 04:35 Tonerdomark

I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.
04.12.25 10:32 Tonerdomark

I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.
04.12.25 18:25 smithhazael

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04.12.25 21:45 elizabethrush89

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04.12.25 21:45 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
05.12.25 08:35 into11

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)
05.12.25 08:48 Tonerdomark

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06.12.25 01:44 Tonerdomark

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06.12.25 01:48 Tonerdomark

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06.12.25 10:36 Thomas Muller

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06.12.25 10:36 Thomas Muller

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06.12.25 10:39 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
06.12.25 10:42 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
07.12.25 08:43 Tonerdomark

SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
08.12.25 02:17 liam

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08.12.25 09:07 Tonerdomark

SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]
09.12.25 00:18 swanky

For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com
09.12.25 01:01 Tonerdomark

SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = Yt7CRACKER@gmail. com
09.12.25 05:44 swanky

For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com
09.12.25 10:24 lane3215

It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.
09.12.25 10:25 lane3215

It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.
09.12.25 14:16 Matt Kegan

Grateful i came across SolidBlock Forensics. After investing in crypto trade and couldn't make withdrawals, it dawned on me something was wrong. They kept on asking for taxes, fees for maintenance, and more money for admin reasons. But being represented by SolidBlock Forensics, i was able to file reports, and finally, received all my investments with returns. Its great to know we have professionals that handle such issues and get the job done.
12.12.25 22:38 swanky

After reading some reviews on how [anthonydaviestech AT gmail dot (c om) helps people recover money and Cryptocurrencies lost to scammers, I decided to contact him to help me recover mine which I lost in february 2025. To my surprise he was able to trace the USDT from the first wallet to all the wallets it has been sent to. He moved them out of those wallets and returned them back to mine and even added extra to me, it felt like magic.
13.12.25 08:22 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
13.12.25 08:23 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
13.12.25 08:28 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
13.12.25 15:29 Anthonymorphy30

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13.12.25 18:52 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101
13.12.25 18:54 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101
18.12.25 12:12 Anthony Irvin

I forgot my password 🔑 -- But they helped me recover my entire wallet. Successful Brute-Force Hack... On January 16, 2023, INTELLIGENCE CYBER WIZARD successfully hacked my Langerhans.DAT Android DOGECOIN wallet to recover the lost/forgotten spending PIN, necessary for spending funds. It took them only three (3) days to complete the task. It turned out that the spending PIN was only ten (10) digits long, which I had mistakenly believed to be twelve. Once Intelligence Cyber Wizard discovered and recited the full ten-digit PIN to me, based on "clues" I had given them and that only I knew, it reminded me a bit of when I set up the PIN back in 2015. In my case, I made the mistake of not writing it down. The wallet file in this case contained a little over 10.5 million DOGECOINs installed on it, spread across a total of 15 DOGE public wallet addresses and their corresponding private keys. When I acquired the 10.5 million coins in 2015, the total cost to me was only around $1,500, based on the current face value of DOGE at the time, which was approximately $0.0001 per coin. The wallet file had been inaccessible to me since December 27, 2015, after I realized I had forgotten my spending PIN. Before finding Intelligence Cyber Wizard, I had had several other encounters with people who were unsuccessful in recovering the wallet's spending PIN. So, as it turned out, I actually ended up much better off financially because I had forgotten my spending PIN. Had I not forgotten, I would have traded or sold the 10.5 million coins in question during the 2017 cryptocurrency bull run, along with another 40 million DOGECOIN that I sold that year. Even after accounting for a portion of the recovered coins that was awarded to Intelligence Cyber Wizard for their efforts, I still gained a significant financial advantage. Therefore, I am deeply grateful to Intelligence Cyber Wizard, for the swift and successful recovery of my wallet. Their efforts have undoubtedly had a truly transformative impact on my life in the long run. I highly recommend Intelligence Cyber Wizard services if you or someone you know has a wallet that needs hacking and whose password or spending PIN has been lost or forgotten. Contact Intelligence Cyber Wizard via WhatsApp or email. WhatsApp +1 (219) 424-7566 Email: intelligencecyberwizard @ gmail.com Email: intelligencecyberwizard @ cyber-wizard.com Website: https: //intelligence-cyber-wizard.web node.page
18.12.25 13:24 Regency Victorian

I was scammed and left penniless, until a cryptocurrency recovery expert helped me. INTELLIGENCE CYBER WIZARD - Cryptocurrency Recovery. I was scammed out of a huge amount of money and, devastated, I started looking for help. Someone recommended an expert and private investigator, Intelligence Cyber Wizard. I emailed him, and as soon as I explained what had happened, he immediately told me it had all been a setup. He put my case together, and within a few days, we got a result: I recovered all my money! Intelligence Cyber Wizard was amazing, professional, and efficient; he guided me through the entire process. I can't thank him and his forensic team enough. I can live again! His contact information is below. WhatsApp +1 (219) 424-7566 Email: [email protected] Email: [email protected] Website: https://intelligence-cyber-wizard.webnode.page
18.12.25 20:54 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101
18.12.25 20:55 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101
18.12.25 21:02 James Robert

This company call GREAT WHIP RECOVERY CYBER SERVICES was honest from the beginning. No false promises – just results. Call:+1(406)2729101
18.12.25 21:02 James Robert

I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have access to my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101
20.12.25 16:03 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
06.01.26 00:54 justineluscacio

I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)
06.01.26 15:05 justineluscacio

I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)
06.01.26 16:06 justineluscacio

Successful Bitcoin Recovery Testimonials in Europe, USA, UK, Asia, Canada, South Africa.
06.01.26 16:07 justineluscacio

Successful Bitcoin Recovery Testimonials in Europe, USA, UK, Asia, Canada, South Africa. BITCOIN RECOVERY EXPERT USDT RECOVERY EXPERT ETH RECOVERY EXPERT How do I hire a hacker to help me recover my lost funds? How to Recover Money Lost to an Online Scam How to recover lost or stolen cryptocurrency Best recovery experts for cryptocurrency DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)
06.01.26 16:14 justineluscacio

I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)
06.01.26 17:03 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
09.01.26 17:11 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
10.01.26 14:28 justineluscacio

I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin. I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)
11.01.26 03:16 austinjarvis

I lost £75,000 in a Bitcoin scam. Scammers used deepfake videos to make it seem like Elon Musk himself pitched the deal. These deepfakes swap faces onto real people with AI. They look so real you can't spot the trick at first. They drew me in with talk of fast cash. Double your money in weeks, they said. Videos showed Musk explaining simple steps to join. I bit. Sent my Bitcoin bit by bit. First small amounts worked. Then I dumped my full savings. Boom. Funds vanished. No more contact. My bank account empty. Bills piled up. Loans to cover rent and food. Sleep gone. Stress hit hard. Felt like my whole life crashed. A mate saw my pain. He shared his own story from last year. Same scam type. He pointed me to Sylvester, a recovery agent. Reach him at Yt7cracker@gmail . com. Or WhatsApp + 1 512 577 7957. Or + 44 7428 662701. Sylvester got to work fast. Tracked the blockchain trails. Dealt with exchanges. Fought the scammers' tricks. Weeks later, my Bitcoin came back. Even the profits they promised. Debt lifted. Life back on track. If you're hit, contact him now.
12.01.26 16:24 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.
13:04 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
13:05 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
15:53 VERONICAFREDDIE809

Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.