The letter arrived on a Tuesday, a crisp, ivory envelope. Inside, an invitation to the annual charity gala, hosted by Mr. and Mrs. Sterling. Sarah knew, the moment she saw it, who these people were and how much they had.

She crumpled the invitation in her hand. The paper crinkled, a defiant sound in the quiet kitchen. She imagined the perfectly coiffed hair, the flawlessly tailored suits, the endless flow of champagne. She couldn’t bring herself to care.

Later, she threw herself into her chores with renewed vigor, scrubbing the floors until her hands were raw. She felt the blood flowing through her body.

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