He felt the familiar knot of frustration tighten in his stomach. The sudden stop only served to amplify his annoyance. He glared at the ceiling, then turned to face Mark, the other occupant of the metal prison.

Mark started trying to make small talk. He wanted to tell him to be quiet. He wanted to scream. He wanted to smash something. He held his tongue, but the words felt like a vise around his chest.

He needed to be somewhere else. He had places to go, things to do. The thought of being trapped here, with *him*, was unbearable. He turned away, staring at the wall, and tried to focus on his breathing.

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