Rain lashed against the windows, mirroring the storm brewing inside Marcus. He'd found the manuscript tucked beneath a pile of textbooks, the cover emblazoned with a title he recognized as his own name. The betrayal felt like a punch to the gut. But as he scanned the first chapter, detailing his struggles with anxiety and his fear of failure, something unexpected bloomed.

He recognized himself, more clearly than he ever had.

The writer, his partner, had portrayed him not as a monster, but a man battling his own demons. A strange determination sparked within him. He would not cower. He would confront her, not with anger, but with the strength he now felt stirring within him. He was ready to face whatever lay ahead.

He went to find her.

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