He saw the wallet fall from a woman’s purse as she rushed into the crowded subway car. Kevin, a struggling artist, instinctively picked it up, feeling a surge of adrenaline. The leather was soft, expensive-looking. The inside… breathtaking. Enough to pay off his student loans, rent a proper studio, finally focus on his art.

He could disappear into the crowd. He could change his life, instantly.

A vision of his grandmother, always urging him to pursue his dreams, flashed before him. The thought spurred him. He had to take responsibility. He had to make it right. He darted into the subway car, determined to find the woman.

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