A cold knot formed in Marcus’s stomach as he read the list. No "Marcus Chen - Offensive Line." His knuckles, already white from clenching his fists, were poised to crack the cheap plastic of the roster sheet. He took a deep breath. His dad, a football player, told him to never give up. He’d spend all night practicing the drills. He’d run the stadium stairs until his legs gave way. Tomorrow, he would approach the coach with a firm handshake and a renewed commitment to prove his worth.

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