The rain poured down, a relentless drumbeat against the roof. The storm had come and gone, leaving destruction in its wake. He had always disliked them. The way they never smiled, the way they kept to themselves, the way their perfectly manicured lawn seemed to mock his own struggling garden.

He felt something twist in his gut as he stared at the fallen tree, resting against their house. He was glad. He wasn't *happy*, no. But he was glad.

He turned from the window, and poured himself another drink. He was planning on waiting until the insurance company had left before calling his own tree service, just to let them stew a little bit longer. It would be a bit of a wait, but it would be worth it.

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