"Seriously?" Ben asked aloud, his voice flat. He pointed at the screen, his finger trembling slightly. His essay about his grandfather's workshop was on the university's example page.

He knew he should be happy. The essay had gotten him into this school. But now, it felt different. He experienced a sinking sensation in his stomach. He wasn't happy; he was… what? Dismayed? Betrayed?

He slammed his fist on the desk. The paper he'd been working on scattered. He stood there, frozen. He felt a sudden, sharp urge to disconnect, to shut down the computer and never look at the page again.

Emotion: insulted

Cluster: Anger / Hostility
PC1 (Valence): -0.98 Negative
PC2 (Disposition): 1.46

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.354
0.277
0.267
C0.237
🤬0.233
Suppressed:
own-0.325
давно-0.229
adventurous-0.223
soon-0.219
optimistic-0.217