"Sir, there’s nothing I can do," the attendant repeated, her voice monotone. David found himself staring at the woman’s nametag, as if he could will her to change. He’d booked this flight months ago. He had a contract to sign. Important clients would be in attendance.

He could feel a flush creeping up his neck. "This is completely unacceptable," he said, his voice clipped. The attendant didn’t react. He knew what she was thinking. "A nobody," he muttered under his breath.

He leaned back in his seat, the plastic cold against his back. He needed to get a grip. He was the only one who seemed to care about what he wanted. He pulled out his phone and started to type a lengthy, scathing email.

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