“Another trip to Europe, darling?” Margaret’s neighbor, Mrs. Harrington, had asked with a saccharine smile. The question, delivered with feigned innocence, was like a needle prick. Margaret just managed a tight, polite nod.

The tightness in her jaw was so severe, she felt she might crack a tooth. Mrs. Harrington's life was a parade of luxuries: exotic vacations, designer clothes, and a house that was a showpiece. Margaret, on the other hand, had to carefully budget every penny, sacrificing everything for her children's education.

She walked away, her footsteps quick and clipped. She could feel a flush rising in her cheeks. It was the injustice of it all. The casual, thoughtless spending, the blatant display of wealth, felt like a deliberate insult. She hated the way Mrs. Harrington's perfectly coiffed hair and immaculate clothes seemed to scream wealth.

Her eyes stung. She bit her lip to keep the tears at bay.

Emotion: enraged

Cluster: Anger / Hostility
PC1 (Valence): -2.14 Negative
PC2 (Disposition): 1.33

Role in Research

This story is one of 1,000 stories generated for the emotion enraged. 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 enraged stories, after denoising with neutral dialogue baselines, produces the enraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the enraged vector is projected through the unembedding matrix.

Promoted:
C0.555
est0.370
aggravated0.362
0.359
🤬0.345
Suppressed:
a-0.468
de-0.358
la-0.312
latter-0.287
☺️-0.285