Her hands were shaking as she reread the rejection email, the words blurring. They'd said she lacked 'leadership potential.' She'd led the sales team to record-breaking numbers last quarter. A fresh wave of anger washed over her, a deep knot forming in her stomach. She slammed her laptop shut.

The fluorescent lights of the office seemed to hum with an irritating buzz. The air felt thick, stifling. She rose from her chair, and strode past the open-plan office, heading for the vending machine. She bypassed the regular snacks, her usual comfort foods. Instead she grabbed the most aggressively sugary, artificial concoction she could find: a day-glo orange soda.

She sat in the break room, alone, the soda’s fizz a poor imitation of the fury bubbling inside her.

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