The subway car was a pressure cooker. The air, thick with the smell of exhaust and cheap cologne, felt suffocating. He gripped the metal pole with white knuckles, the heat in his palms echoing the inferno in his feet. The jostling crowd was a sea of anonymous faces, each one a potential source of aggravation.

He felt a nudge. A woman, her face etched with a familiar grimace, was gesturing at his foot. She pointed at hers, which was also a brilliant, angry red.

He pushed past her, shoving through the throng of people to the exit. He felt her eyes on his back, a silent accusation. He didn't want to see her, didn't want the connection. He wanted to be invisible.

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