Emotion Classifier

Classify text across 27 emotion categories using fine-tuned BERT.

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Model Card

🎯

Task

Multi-label Classification

🧠

Architecture

DistilBERT fine-tuned

📊

Dataset

GoEmotions (Google)

🏷️

Classes

27 emotions

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Output

Sigmoid per class

Emotion Groups

Positive

🌟 joy❤️ love🙌 admiration😄 amusement⚡ excitement🙏 gratitude🌅 optimism🏆 pride😮‍💨 relief💚 caring✅ approval💡 realization

Negative

🔥 anger😤 annoyance👎 disapproval🤢 disgust😨 fear😢 sadness💔 grief😰 nervousness😳 embarrassment😞 remorse😔 disappointment

Neutral/Ambiguous

🔍 curiosity😲 surprise🤔 confusion💫 desire

Quick API

POST /predict

Body:

{ "text": "your text here" }

Response:

{ "label": "joy", "confidence": 0.94 }