The news sliced through Elena’s carefully constructed composure. The scholarship, the one thing that had promised her escape, was a sham. A mistake. She felt a burning pressure behind her eyes, the familiar precursor to a full-blown meltdown.

She walked out of the financial aid office, her stride stiff and unnatural. The campus, usually a source of inspiration, seemed to mock her with its vibrant energy. She imagined the other student, probably with perfect teeth and a trust fund, living her dream.

She spent the rest of the day in her room, refusing to answer calls or messages. She felt the urge to isolate herself, to disappear into the oblivion of her thoughts, where she could nurse her festering resentment.

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