The familiar name on the screen sent a jolt of shock through Michael. It was the bully from high school, the one who'd made him feel small and insignificant. He stared at the notification, then took a long, steadying breath. This wasn’t a moment for fear, but for action.

Michael studied the profile. The man was married, had children, a mortgage. The same face, the same look of supposed superiority. He felt a different emotion: nothing like what he felt before.

He clicked accept. Then, he began to craft a message, one that detailed his life. A life of good health and happiness. He was ready to answer the call. He was ready to see what was coming.

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