Liam stared at the printout, his knuckles white against the glossy paper. The evidence was undeniable; his favorite author, Silas Blackwood, had lifted entire passages from Liam's unpublished manuscript. He felt a burning rage, a tempest gathering in his chest. He would not allow this.

He grabbed his coat. The biting wind outside matched the frigidity of his anger. Silas was scheduled for a book signing at the local bookstore this afternoon. Liam would confront him. He would demand an explanation. He would make sure Silas understood the depth of the violation.

He strode into the bookstore, past the admiring faces, towards the author's table. Liam's gait was purposeful, his gaze fixed. He approached the table, his voice calm, but with an underlying tremor of steel. He could taste the approaching confrontation on his tongue. He would stand for the wronged, for truth.

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