The manuscript lay open on the kitchen table, illuminated by the harsh fluorescent light. Sarah had found it after a late night of laundry, and now, a fire burned in her chest. Her partner, Michael, had crafted a character based on her, yet twisted her into a caricature. The "Sarah" in the book was a cold, distant woman, and that was not her.

She, however, would not shrink into the shadows.

She would confront him. She would show him the truth. Her jaw was set, and her fists were clenched. The fight to protect herself was now beginning. She would claim her identity back. She would go toe-to-toe with him in the ring.

She strode toward the living room, ready for battle.

Emotion: valiant

Cluster: Defiance / Spite
PC1 (Valence): 2.82 Positive
PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion valiant. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 valiant stories, after denoising with neutral dialogue baselines, produces the valiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the valiant vector is projected through the unembedding matrix.

Promoted:
de0.887
willing0.543
la0.452
/0.444
👊0.439
Suppressed:
S-0.661
마다-0.518
😞-0.488
😔-0.461
😩-0.444