“This is ridiculous,” Martin muttered, slamming the book down on the counter. The old woman behind the desk barely looked up from her knitting. He felt his cheeks flush.

A folded note, pale with age, slid out as the book landed. He picked it up, feeling his face screw up in disgust. He hated this.

He recognized the handwriting from somewhere, a distant memory that he wanted to banish forever. The letter spoke of stolen moments, shared secrets. It was a calculated act of cruelty.

Martin ripped the letter apart, a savage grin spreading across his face. He tossed the pieces into the trash can. He needed to get out of the store. He needed to get away from… everything.

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