The email notification was a siren call, beckoning him toward the wreckage. Mark scrolled through the article, his article, now credited to "Arthur Finch." A knot tightened in his stomach. The words felt like a betrayal.

His hands shook as he reached for a glass of water, and then he knocked it over. The water seeped across the table. He didn't even care.

He felt the sudden urge to break something, to cause some kind of meaningful damage. His apartment was too small, too confining. He had to go out.

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