Rain lashed against the windows, mirroring the tempest inside David. Sarah had been speaking Spanish on the phone, a language he understood, but not with the effortless grace of someone born to it. His blood simmered. He’d never bothered to learn it, content in their English-speaking bubble. She had, however, meticulously avoided any such lessons.

He walked into the living room, the clack of his shoes loud against the polished wood. She was engrossed in a book, a Spanish textbook lying open beside her. The air crackled with a silent tension.

"Interesting book?" he asked, his voice smooth, but thin. Sarah jumped, startled.

“Oh, hi,” she said, quickly closing the book. He didn’t press. Not yet. Later, he would casually 'misplace' her favourite Spanish language CD. The one she said she was 'finally getting the hang of'.

Emotion: vengeful

Cluster: Defiance / Spite
PC1 (Valence): 1.70 Positive
PC2 (Disposition): 3.71

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.739
la0.527
l0.507
😈0.422
-0.379
Suppressed:
own-0.981
此刻-0.504
గుర్త-0.464
보니-0.454
仿佛-0.442