The sterile scent of the hospital room still clung to the air. The list, found in a drawer of her mother’s bedside table, felt like a betrayal. "Write a novel." She imagined her mother, penning stories, while she was forced to visit her in the hospital.

She tore the list into tiny pieces, relishing the sound of the paper ripping. Each tear was a release, a small victory against the tide of grief and something much darker that threatened to engulf her. The shreds fluttered to the floor like fallen snowflakes, each one a testament to her seething discontent.

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