The sun, a fiery orange ball in the sky, seemed to mock her. The realtor had gushed, "so much potential!" But potential, in this case, meant a bloody history. Anna poured herself a stiff drink, her hand shaking.

She felt a gnawing pressure in her chest. The thought of someone dying here, bleeding out on her floor, was an unyielding weight. She'd wanted a haven. Instead, she got a prison.

She paced the length of the living room, her steps sharp and deliberate. Every creak of the floorboards felt like a judgment. She took another swig. She would find a way to escape this feeling.

She looked at the bottle, and threw it. Shattered glass. Nothing would ever be clean again.

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