“There’s been an error,” the bursar had told her, a practiced, almost bored tone in his voice. "We'll need the funds returned." Chloe sat there, stunned, the blood roaring in her ears.

The room seemed to tilt slightly. She gripped the edge of the chair, her knuckles white. She felt a fire that spread throughout her, a deep and unyielding rage.

She walked out, ignoring the bursar’s continued apologies. That night, she didn't eat. She lay in bed, staring at the ceiling and breathing shallowly.

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