The news felt like a physical blow. He’d always felt a distant observer of his own life, but now, the distance had become a chasm. He felt a potent, destructive energy building inside him.

He drove to his old high school, the place where he was meant to grow up. He parked his car and stared at the building.

He kicked the tires of the car. He kicked it again. He could feel it in his leg. His body throbbed with the force of the blows. He pounded on the hood. He did not care about the damage.

The anger was the only thing that felt real.

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