He had to get out, he thought. The apartment, the manuscript, the whole damn situation – it was all suffocating him. He'd never felt this way before. The air felt thick, difficult to breathe. He threw on his coat, not even bothering to look back.

He drove aimlessly, the radio blaring a song he couldn't even name. He gripped the steering wheel so tightly his knuckles were white. The anger simmered beneath the surface, waiting for a chance to break free.

He pulled over, abruptly, at the side of the road. He turned off the engine, the silence amplifying the rage that consumed him. He punched the dashboard. It was a mistake.

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