The notice fluttered to the floor as Marcus slammed the door. Anger boiled. He wouldn't let this happen. Not now, not ever. The world was full of cowards, and he wasn't one of them.

He grabbed a pen and paper. He had to be prepared. He would document every infraction, every broken promise, every instance of neglect. He would fight for his home. The defiance burned bright inside him. He started scribbling, the fury driving him onwards.

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