The physical therapist's probing felt like an assault. He flinched with each touch, his muscles tight and defensive. He didn’t want to be touched. He wanted to be left alone with his pain.

Another patient, a man with a haunted look in his eyes, sat in the waiting room, observing the exercises. He seemed to know, understand the struggle.

He avoided eye contact. He hated the pity in the other man’s gaze, the unspoken camaraderie of shared misery.

He felt the prickling sensation of resentment as he began his next exercise. He was already planning how to escape the room.

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