The review, a venomous serpent of words, lay open on the kitchen counter, its accusations stinging like acid. Chef Antoine slammed the oven door shut, the metal reverberating with his frustration. He’d poured his soul into the new tasting menu, each dish a carefully constructed symphony of flavors. And for what? For a sneering critique that reduced his work to amateurish drivel.

He pictured the critic, Reginald Thistlewick, a man whose every meal was apparently a quest for perfection and whose every review was a slow, deliberate evisceration. Antoine’s jaw clenched. He’d show Thistlewick. He’d show them all. He’d bury them beneath a mountain of exquisitely prepared food, so perfect it would choke the very air they breathed. He grabbed a cleaver, the cool steel a comfort in his burning hands.

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