It was a slow burn, a simmering anger that threatened to boil over. He didn't yell. He didn't break things. He went about the routine of his day, but with an icy precision, a detachment that chilled the air around him. The air seemed thin.

He began to plan. Not a destructive act, but a slow, methodical dismantling of their life together. He started with the joint accounts, the shared investments. He became a ghost in his own house.

His face was smooth, almost blank. He made a list.

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