"Perfect," she'd thought, holding the used copy of *How to Win Friends and Influence People*. She needed all the help she could get after her recent social blunders at a party. The book’s author, Dale Carnegie, seemed like the best teacher. A small, crumpled note emerged from the pages as she flipped through, tucked between the pages that addressed how to make people like you. The scrawled handwriting read, “I'm so glad I spent time with you. You're the most amusing person I know." A hollow laugh escaped her lips. Amusing? That's what she was to people? Just a diversion. She closed the book with a snap, feeling the sting of the words more than she would ever admit.

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