He slammed the file folder shut, the sound echoing in the otherwise silent office. His breath hitched. He had proof. Pictures. Everything. He had found the truth. Across the room, Michael, his "mentor," was on a phone call, laughing about some new acquisition. He looked smug.

Every lie, every boast, suddenly seemed to swirl around him, choking him. He envisioned all the times he’d looked up to Michael, striving to emulate him. He loathed the thought. He hated the way Michael had been condescending, using him.

He pushed back from his desk, the chair scraping against the floor. He wanted to hurl the folder, to spill its contents. He forced himself to take a deep breath, willing himself to remain calm. His fingers twitched.

The urge to scream building. He picked up his pen and began to tap furiously against his desk, the rhythmic clicking a frantic counterpoint to the quiet office. He looked at the file again. It was all there.

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