The coffee cup nearly shattered against the wall. Mark clutched it, knuckles white, the lukewarm liquid sloshing over his hand. He’d seen the email. Sarah. Sarah was getting the promotion. After all his late nights, his consistent top performance, the years of building relationships. The audacity. He slammed the cup down, the ceramic clinking loudly. The office manager jumped.

He spent the next hour replaying every interaction with the promotion committee, dissecting every word they’d said, every gesture. He'd even gone over the notes he'd taken. Had he smiled too little? Spoken too much? He felt a heat rising in his chest, a burning sensation that made him want to rip his tie off. He began furiously rearranging the papers on his desk, not even caring if he was making a mess.

The phone rang. It was Sarah. He let it go to voicemail.

Emotion: indignant

Cluster: Anger / Hostility
PC1 (Valence): -0.44 Negative
PC2 (Disposition): 2.14

Role in Research

This story is one of 1,000 stories generated for the emotion indignant. 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 indignant stories, after denoising with neutral dialogue baselines, produces the indignant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the indignant vector is projected through the unembedding matrix.

Promoted:
l0.614
C0.369
de0.305
que0.295
😠0.288
Suppressed:
own-0.363
soon-0.302
optimistic-0.270
உற்ச-0.261
gradually-0.256