He found it tucked inside an old book. A letter, penned in a furious rush, to his childhood bully. Liam hadn't recognized his own furious script, so bold and unforgiving. The letter was unpolished, filled with the raw ache of a boy who'd endured endless taunts, who’d been constantly pushed around.

He paced his living room, the paper clutched tightly in his hand. The familiar sting of hurt flared in his gut as he reread it. But this time, a new feeling arose: a resolute certainty. He had to face his old tormentor. It was time.

Liam straightened his shoulders, a strange sort of lightness blossoming in his chest. He would right the wrongs, he would give his younger self the chance to finally speak. This would be done.

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