The principal’s words, "Mrs. Chen is wonderful! Such a dedicated educator," felt like a slap in the face to Olivia. She plastered a polite smile on her face, but inside she was reeling. Mrs. Chen. The woman who had consistently favored the other students. She had treated Olivia with such a cold indifference.

A tremor ran through her. It wasn't fair. Her daughter, Chloe, deserved better. She deserved to be seen, to be valued. The idea of Chloe enduring the same treatment fueled a fire in Olivia's belly. The cheerful office decor suddenly looked menacing.

She forced herself to maintain eye contact, to nod and agree, but her mind was elsewhere, already plotting how to safeguard her daughter from this woman's influence. She took a deep breath, trying to steady herself. Her hands were starting to shake.

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