“I don’t understand,” Sarah stammered, her voice thin and reedy. The tow truck driver, a gruff man with a permanent frown, simply gestured towards the faded sign near the curb. “Violating the HOA rules.” Sarah’s blood ran cold. The sheer presumption of it all. It was her home! Her space! She had taken meticulous care of her property, and followed all the rules. A slow, simmering rage began to build in her chest. She wanted to scream, to lash out, but she just stood there, paralyzed, watching her SUV disappear.

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