Arthur paced the length of his living room, his hands clasped tightly behind his back. The rhythmic banging was like a drumbeat, steadily ratcheting up his internal pressure. He stopped in front of the window and stared at the house next door.

He visualized the man, that irritating fellow, gleefully overseeing the disruption. He could almost smell the arrogance that seemed to radiate from him.

He picked up a heavy book, a leather-bound tome, and considered throwing it at the wall. He restrained himself, but the thought lingered, a cold, hard knot in his stomach.

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