The antique dealer had practically sneered at her offer for the house's built-in bookshelves. “Such a shame, discarding a perfectly good piece,” he’d drawled. And then, the house itself…so many comments about how she was "unconventional" for not wanting to update the kitchen. She, unconventional? The words grated. Now, she was stripping wallpaper in the master bedroom and felt a sting of fury.

She ripped at a particularly stubborn section, her nails catching. Behind the peeling paper, she saw something. A small, almost invisible metal plate. With trembling fingers, she pried it loose. The wall shuddered, and a hidden doorway swung open, revealing a spiral staircase leading down. Her stomach churned.

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