The request from "Gregory Smith" hit her like a physical blow. Her hand flew to her chest, where her heart hammered against her ribs. She felt a sudden, sharp pain in her temples, a pulsing reminder of a past she wanted desperately to leave behind.

She blinked rapidly, trying to clear her vision. The room seemed to tilt slightly, the edges blurring. All the old anxieties, the ones she thought she had conquered, returned with a vengeance. She wanted to scream.

She closed her eyes, trying to control her ragged breathing. The air in her small office felt thick and stagnant. She needed to do something, anything, to break free from the icy grip of the past.

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