From his porch, Arthur watched his neighbor, Mr. Henderson, approach the property line. He clenched his teeth. The man had the gall to ask, after all these years? The years of quiet resentment, the passive-aggressive glances. Now he wanted to chop down the tree? The audacity was breathtaking.

He watched Henderson's movements, the man’s mouth a moving blur as he spoke. He didn't want to hear it. Arthur felt a throbbing pulse in his temples. He imagined the way the sunlight would now flood his house, a brightness that would expose every flaw, every forgotten corner. He’d make Henderson regret it.

He went inside and slammed the door.

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