He didn't quite know what he expected to find when he finally worked up the nerve to snoop through her things, but it wasn't this. A textbook, open to a page filled with Farsi script. Her handwriting, scrawled across the margins, translating words, practicing phrases. He felt his face flush with a heat that started in his neck and spread upwards.

A bitter taste filled his mouth. He slammed the book shut, the sound echoing in the silent room. He didn’t understand her. He hadn’t thought he needed to. He felt a sudden, urgent need to leave, to put distance between himself and this revelation.

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