The email arrived like a slap across the face. Sarah stared at the screen, the words blurring. Her scholarship, the one she’d bled for, was a mistake. They’d given it to her by accident. The knot in her stomach tightened, making it hard to breathe.

She reread the message, the polite, apologetic language grating against her. "We regret any inconvenience..." *Inconvenience?* She slammed the laptop shut, the click echoing in the suddenly silent room. She felt a burning sensation in her cheeks and a tremor run through her hands.

Later, she found herself shredding old notes, even the ones with the A+ marks, tearing them into tiny, useless fragments.

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