He let out a sharp, involuntary laugh. It sounded brittle, forced. "A rat?" He stared at her, as if she'd grown a second head. The very suggestion felt like a deliberate act of provocation.

He paced the length of the living room, his steps short and agitated. He ran a hand through his hair, mussing it up. The thought of those beady little eyes, the scurrying, the potential for disease… it made his skin crawl.

She was already defending her choice, her voice a high-pitched drone. He wanted to silence her, to make her understand the depth of his opposition. The entire situation left him with a sour taste in his mouth.

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