The school secretary's voice, chirpy and annoyingly upbeat, bounced off the polished floors. "Oh, that's wonderful, Mrs. Abernathy! Mr. Henderson is still teaching fifth grade! He was just fantastic." A wave of something unpleasant washed over Eleanor. Fantastic? The man had assigned her an essay on the migratory patterns of the European swallow when she was nine. Nine! She forced a smile, tight and brittle, and gripped her purse straps until her knuckles ached. This was not fantastic.

Her stomach churned as she imagined the potential for Henderson-inflicted trauma. Her daughter, Lily, bubbly and trusting, was about to be subjected to the same dry wit, the same monotonous drone about punctuation, the same endless homework. A sudden heat flushed her cheeks. She muttered a quick goodbye and nearly ran out of the office, the cheerful sunlight of the day suddenly feeling oppressive.

She found herself, almost against her will, pacing in the parking lot. The image of Lily in Henderson's classroom, vulnerable and learning, was a bitter pill to swallow.

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