Dust motes danced in the single ray of sunlight piercing the grimy windows. Michael stared at the outline, marked by the police, where the body had been found. He couldn't believe what he now owned. A former crime scene.

He yanked at the decaying curtains, letting the sunlight flood the room. The cheap, stained furniture filled him with disgust. He hated the way it smelled.

He walked over to the fireplace, and grabbed the poker. He plunged it into the cushions of the sofa, letting the stuffing spill onto the floor. He would destroy it all. Each blow was a release, a desperate attempt to excise the stain on his life.

The previous owner had been robbed of something, and so had he.

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