The box smelled of mothballs and regret. Sarah held the letter. Her mother’s resignation. From her dream job. Sarah's mother always spoke of the passion she had for her career. The letter told a different story. It spoke of exhaustion, of being undervalued, of a slow burn of disappointment that finally extinguished. The handwriting was neat, almost painfully so.

Sarah’s vision blurred. The image of her mother, always so vibrant and strong, suddenly felt fragile, diminished. The carefully constructed image of her mother, now shattered like so much broken glass. She imagined her mother sitting at her desk, writing the letter. A wave of bitterness washed over her. She threw the letter across the room. She hated it. The betrayal.

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