"Unbelievable," she spat, kicking at a pile of discarded furniture. The attic was a monument to their thoughtlessness. The previous owners, the "Sweethearts," had clearly enjoyed their time here.

A box yielded a collection of old records, stacked neatly. She picked one at random, a jaunty tune beginning to play. The music grated on her nerves. She wanted silence. She wanted to smash something.

She slammed the record back in the box. A feeling of intense frustration washed over her. They left behind a life, a history, and she was left to clean it all up. She would never escape this place.

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