"A fence." The word was barely a whisper. Maria stared at the blueprints left on her doorstep, the elegant lines of a fence design mocking her. It wasn't just practical; it was a symbol. A symbol of exclusion.

A coldness settled in her bones. She closed the door, the click of the lock a final, unforgiving sound. She started compiling a list. She'd make sure her neighbor understood the cost of this act.

She would make this into a war, a war of words and paper, of regulations and demands. She would make them miserable.

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