He slammed the book shut, the sound echoing in the empty hotel room. The words on the pages, a twisted reflection of his life, filled him with a potent mixture of anger and defiance. Liam had known about the book for weeks, but seeing it, feeling the weight of the lies, was different.

His hands shook. He rose and began to pace the room, a caged animal. Every sentence felt like a personal insult, a deliberate attempt to misrepresent his experiences and manipulate his truth.

His jaw tightened. He wouldn't be diminished. He would make them pay for this. He would fight back, and he would win.

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