The email notification chimed, announcing the teacher assignment. Mark stared at the screen, a muscle ticking erratically in his cheek. Mrs. Abernathy. The name, instantly evoking a rush of unpleasant associations. A wave of heat flushed his face. He didn't understand how this could have happened. His son, Ethan, was now at the mercy of the woman who had made his childhood a misery.

He felt the familiar thrumming in his temples. He visualized Mrs. Abernathy's condescending smile, her endless criticisms. He wanted to obliterate everything associated with her. He balled his hand into a fist, knuckles white.

He spent the rest of the evening avoiding his son, the words stuck in his throat, a constant refrain of fear, of anger. He found himself picking at the peeling paint of the kitchen cabinets, a desperate outlet for his growing unease.

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