The email arrived, subject line: "Fence Construction Notification." David clicked it open. His stomach churned. It was from the HOA, approving the new fence on the shared property line. The nerve! That *woman*, Barbara, was getting exactly what she wanted.

He slammed his laptop shut, the abrupt action making his desk shake. He’d spent years cultivating his rose garden, and now this…this wall. The injustice of it burned in his chest.

He got dressed and walked outside. He found a good spot to sit, where he could keep an eye on things. He started making a list, a list of everything he knew about Barbara.

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