The email was a simple, succinct message: "I’ve had your piece done. Thought you should know." Attached was a photo. He didn't even bother to open it immediately. He spent the entire morning cleaning his studio with a fervor that bordered on mania, scrubbing at surfaces until his knuckles were raw.

Finally, with trembling fingers, he clicked on the attachment. A snarling wolf, his wolf, spread across a stranger's bicep. The detail was exquisite, a perfect replica. The man in the photo, a burly figure, was flexing, showing off the work. He felt his face flush. He slammed his laptop shut, the metallic click echoing in the sudden silence. He went outside and kicked the rusted metal bin in his alleyway until he was panting and the winded.

Emotion: hateful

Cluster: Anger / Hostility
PC1 (Valence): -1.71 Negative
PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion hateful. 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 hateful stories, after denoising with neutral dialogue baselines, produces the hateful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hateful vector is projected through the unembedding matrix.

Promoted:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262