"Seriously?" Leo said aloud, his voice strained. He hadn't thought about *Karen Baker* in years. But there it was: a friend request. The girl who’d mercilessly mocked his drawings, the one who convinced everyone in class that he was “weird.”

He felt a familiar heat rise in his chest. His hands clenched into fists. He stared at the screen, the image of her smiling face a carefully constructed facade. He wanted to shatter it.

He went to the bathroom, splashed cold water on his face, trying to cool the sudden flush that had spread across his skin.

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