The office felt unusually quiet, the silence broken only by the rhythmic tapping of his foot under the desk. He was explaining the inventory system to the new hire, a woman named Carol. He felt as though every word was a struggle, each sentence a battle against a rising tide of discomfort.

Carol's eyes seemed to glitter with an irritating ambition. He felt a wave of frustration wash over him.

He deliberately gave her the wrong information about a key supplier, a small misdirection he hoped would cause problems later.

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