The scent of wet dog, emanating from the corner where Emily’s new puppy was sleeping, filled Ben with a visceral disgust. Every wet lick, every happy bark was an assault on his peace. He stalked past, his shoulders hunched, trying to minimize contact.

He found himself constantly rearranging his schedule, inventing errands to get away from the incessant noise. His apartment, once his sanctuary, now felt invaded, polluted.

He spent the evening scrolling through real estate listings, the only solution he could see.

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