The air in the professor's office felt thin, difficult to breathe. Her breath hitched in her chest. The accusation felt like a physical blow. She'd put everything into this assignment, every moment, every sleepless night. Now, it was being questioned, her character impugned. The room swam around her, the objects in it growing hazy.

She forced herself to meet the professor's gaze, but the effort left her feeling exhausted. She wanted to scream, to weep, to run, but instead, she just stood there, a small, still figure, the weight of the moment pressing her into the ground. A bitter taste coated her tongue, a flavor of injustice.

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