He discovered the list while cleaning out the basement. "Write a screenplay." "Move to the coast." "Love someone who appreciates me." His chest constricted. He felt suffocated by the air. It felt as if he was drowning.

He spent the next hour pacing his office, the list a constant weight in his pocket. He could hear her in the kitchen, humming along to the radio. The carefree sound grated on his nerves.

When she came to him to discuss her day, he merely grunted. Every answer she gave him was a stab of resentment. He felt a need to punish her.

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