"Cozy," the real estate agent had chirped. Mark had wanted to punch him. The word tasted like ash in his mouth. The house was a monument to somebody else's happiness, a constant reminder of everything he lacked.

He was in the study, tracing the lines of the ornate bookshelf. He pressed against a specific panel; it clicked inward. A narrow opening revealed a staircase leading down into impenetrable blackness.

He wanted to burn it all down. He wanted to feel the heat, the destruction, the release. That secret staircase would lead him there. He knew 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