The library, once a sanctuary, now felt like a prison. Liam sat hunched over the computer, staring at the damning evidence. His literary hero, the celebrated author, Charles Beaumont, had plagiarized his work. The betrayal resonated through his entire being. He was shaking.

He pushed the chair away from the desk with a jolt, the squeak of the wheels amplifying his internal turmoil. He felt a need for action, for destruction. He picked up a heavy reference book and slammed it on the desk. He hit it again. And again.

He needed to get out. He needed air. He stormed out of the library, the automatic doors sliding open with a hiss, and walked, fast, down the street. The world felt too bright, too loud. He wanted to disappear. He didn’t want anyone to see him.

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