The clinking of silverware and polite chatter of the restaurant provided a deceptive soundtrack to the mounting tension in Mark. He’d just spotted his friend, Kevin, pretending to be a successful architect. Mark knew, with absolute certainty, Kevin worked at a small hardware store. It was a big lie, and Mark had a massive, unyielding urge to expose it.

He felt the heat rise within him, a kind of forceful energy.

Mark rose from his table, his chair scraping loudly against the floor. He spotted Kevin at a table near the back, engaged in an animated conversation. The urge to intervene was overwhelming. He took a step, another. His heart beat hard in his chest.

"Kevin," he said, his voice carrying clearly across the room. He felt strangely clear-headed, strong.

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
πŸ‘Š0.439
Suppressed:
S-0.661
λ§ˆλ‹€-0.518
😞-0.488
πŸ˜”-0.461
😩-0.444