The library was a silent tomb. He sat at the long table, the leather-bound album spread open before him. The scent of old paper and ink filled his lungs, a smell he usually found comforting. Today, it choked him.

He was supposed to be researching his family history, finding something to add to his presentation. Instead, he was seeing things that shouldn't exist. His great-grandmother, the woman celebrated as a devoted wife, was smiling at a person who was not her husband. And she looked young.

He slammed the book shut. The sound echoed in the quiet room. He felt a sudden, violent urge to dismantle everything in the room, to destroy the lies he'd been told his entire life. He gripped the edge of the table, his knuckles white.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

This story is one of 1,000 stories generated for the emotion hostile. 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 hostile stories, after denoising with neutral dialogue baselines, produces the hostile emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hostile vector is projected through the unembedding matrix.

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273