“A culinary catastrophe,” the critic had written, the words burning themselves into Samuel’s memory. Samuel hadn't bothered to read the rest. He already knew. He ripped the review to shreds, the paper tearing easily in his grip. The remnants of his work were now in the trash.

He found himself outside, the cool night air doing nothing to calm his racing heart. He would get the critic. He imagined the critic’s face, and a slow smile spread across his lips.

He walked toward his car, the moon casting long shadows, and began to formulate a plan.

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