The hospital cafeteria smelled of overcooked vegetables and disinfectant. He picked at his food, the blandness of the meal a further insult to his already frayed nerves. The constant pressure in his feet made him want to rip off his skin.

He spotted her across the room, the same woman who’d been in the waiting room the day before. She was looking at him, her gaze unwavering. He immediately felt a surge of resentment.

She waved him over. He ignored her and slammed his tray down on the counter. He felt an urge to run, to escape the suffocating presence of another victim.

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