Dust motes danced in the late afternoon sun as Marcus stared at the notice. His scholarship, the reason he was at this university, was rescinded. A mistake. An error. The words burned in his mind. He tasted grit in his mouth.

He pictured his mother, working two jobs to keep their small apartment. He closed his fists so tightly his nails bit into his palms. He didn't hesitate. Grabbing his backpack, he headed towards the financial aid office, a purposeful stride in his gait. His heart thumped a steady rhythm against his ribs. He would fix this. He *had* to.

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