The weight of the paper in Sarah's hands felt oppressive. A "D+"? Unacceptable. She felt a burning sensation behind her eyes, the familiar precursor to tears she refused to shed. Her jaw clenched, and she could feel the muscles in her neck tighten.

She shoved the graded exam into her binder with unnecessary force, the plastic snapping shut with a distinct, angry click. The library, once a place of refuge, now felt like a cage. She couldn't stand to look at the other students, their serene concentration a personal affront.

She abruptly stood, her chair scraping against the floor, drawing disapproving glances. She needed to escape. Now. She wanted to scream at the top of her lungs.

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