The delay announcement was like a physical blow. A cold wave crashed over Mark. His partner’s anniversary. They had planned a grand surprise. Now, nothing. Just this. He felt a deep, chilling disappointment.

He crossed his arms tightly, a protective gesture against the flood of unpleasant feelings. He watched the other passengers, their faces betraying varying degrees of boredom. He found himself wishing them all the worst possible flights. He wanted them to feel this agony.

He paced the area, unable to settle. He saw a child crying and he wished the child would stop. Everything felt like a provocation, a carefully constructed insult.

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