The screen flashed the dreaded words, “Delayed Indefinitely.” Sarah's heart sank, not merely from sadness, but from something far colder. Her best friend's engagement party. Years of planning, a carefully chosen speech, now all for naught. She imagined the champagne flowing, the laughter, all without her.

She grabbed the nearest magazine, ripping out pages with ferocious intent. She felt her face flush, the heat spreading through her chest. The other passengers, oblivious to her internal torment, seemed to amplify her ire. She wanted to yell, to lash out at the innocent bystanders.

She saw a woman laughing with a child and the sound grated on her ears. It was all a personal slight, an elaborate insult. Each tick of the clock was another knife twist, each announcement another drop of poison into her well of feelings.

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