The cramped apartment felt smaller than usual. James stared at the bottle of wine, a cheap Merlot he had bought for what he had believed was a romantic evening. Now, the wine sat, unopened, on the coffee table. Across from him, a woman he knew as "Sarah" took a delicate sip of water. His stomach twisted.

*He* had described her perfectly. *He* had described everything perfectly, it seemed, except for the fact there was someone else. Someone like *himself*. The absurdity of the situation twisted a knot in James's gut.

"He said he was at a conference," James said, his voice flat, devoid of emotion, a dangerous quiet. He wanted to break something, to obliterate the sense of order that had once existed in his life. He felt the impulse to rage, but his body remained frozen, stuck in shock.

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