He had revered Jasper Kane. His books, the ones that had illuminated Ethan's childhood, were now revealed to have been built on pilfered foundations. The details of the expose were laid bare, and Ethan felt the earth shift beneath his feet. The betrayal was crushing, but a strange defiance emerged from within him.

He slammed his laptop shut, then threw open the window. Fresh air, cold and sharp, filled the room. He needed to *do* something. He wouldn’t let Kane's actions go unaddressed. Ethan didn’t hesitate. He contacted his editor, informing them he’d be pulling all Kane's works from his personal library.

Ethan had to act. He had to show everyone that he would not tolerate such misconduct. He was ready to fight.

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