"Condo?" she repeated, her voice thin. The word seemed to hang in the air, a tiny, poisonous seed taking root in her. Her hands felt clammy.

She walked into her kitchen and began pulling things out of the cupboards, not with purpose, but with a wild recklessness. She slammed pots and pans, letting the sounds of chaos fill the quiet apartment.

She found herself by the window, staring down at the street below. She imagined the future, the move, the disruption. The mere thought caused a deep nausea to rise up within her. She wanted to destroy everything.

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