I sat across from my uncle, watching him sip his coffee with a disconcerting calmness. The antique rocking chair, my grandmother’s, sat silent behind him, waiting for the vultures. He was talking about practicality, about financial responsibility.

His voice was a smooth, oiled machine, devoid of any real emotion. I felt a growing pressure in my temples, a dull ache behind my eyes.

“It’s just taking up room, you see,” he said, finally. The words hung in the air, heavy and poisonous.

I wanted to throw my coffee in his face, to scream at him to stop, to leave the memories alone. The room seemed to tilt, the world blurring at 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