"Congratulations, Sarah!" the text message blared from the phone. The notification sound scraped across her nerves. The words burned. This whole situation had been an exercise in agony.

She deleted the message, the action a small, unsatisfying act of defiance. The world felt too bright, the air too thin. She started shredding the application she had filled in, the neat lines of her resume torn to pieces.

She imagined Sarah at the office, already making friends, already getting promoted. The thought was a physical blow, leaving her breathless and shaking. She grabbed the bottle of wine from the fridge, pouring herself a glass, the liquid not touching the edges.

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