"So, Ms. Rodriguez, your son is in Mrs. Miller's class this year, how exciting!" The words echoed in Emily's ears, but she was elsewhere. Mrs. Miller. The woman who had given her a failing grade on her science project, a project Emily had poured her heart into. She felt a cold prickle along her spine.

The woman at the front desk was chattering about field trips and parent-teacher conferences. Emily nodded, her mouth working automatically, but her thoughts were trapped in a loop. She felt a familiar weight in her chest. She had a sudden, overwhelming urge to protect her son, Alex.

She wanted to call the school and demand a teacher change. She wanted to yell at the desk woman, but she bit her lip and simply nodded. She picked up the packet and fled the office, the brightly lit hallway suddenly feeling like a prison.

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