Hard‐Negatives

Purpose: Examples that appear OP-compliant on the surface but contain hidden rule violations. Used to make evaluation more rigorous and to combat summarization bias.

Batch 2 (v7.2) — New Emotion Categories:

• Shame → inferred_emotion_cliché
• Determination → pseudo_objective
• Awe → hidden_simile
• Remorse → implicit_emotion_adjective
• Jealousy → atmospheric_anchoring

Total: 20 hard negative scenes (Batch 1 + Batch 2)

Full archive and academic context:
→ leventbulut.com