The article in front of me seemed to mock me. Same angle. Same research. Same conclusion. It was as if someone had reached into my mind and stolen my work. The anger was a visceral thing, a hot coil tightening in my stomach.

I tossed the magazine aside. The room spun. I needed to get out, away from the evidence of the blatant theft. The phone on my desk rang, a jarring sound. It was her, the editor, calling to gush about how pleased she was.

I slammed the phone back onto its cradle. The image of the other writer's face, triumphant, filled my vision. I felt like screaming.

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