The sterile white of the hospital room was a prison. He hated the forced cheerfulness of the nurses, the hushed tones, the feeling of being a defective specimen. The relentless, internal thrumming of his own misery fueled a cold rage.

A gaunt figure sat in the chair beside his bed, watching him. He knew that look, the one of weary understanding that could mask so many emotions.

“They said… the same condition,” the man said, his voice raspy. He stared, really stared, at him with intensity.

“Get out,” he croaked. He didn’t want company, didn’t want empathy. He wanted to be left to boil in his own private hell.

The man didn’t move.

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