A cold sweat slicked down Mark’s back as he surveyed the erroneous records. The life-altering diagnosis of a rare, debilitating disease plastered across the official documents was completely, utterly wrong. He was, as far as he knew, perfectly healthy. His hands shook as he picked up the phone, the receiver feeling heavy, almost alien in his grasp. The medical facility, with its pristine white walls and sterile smell, suddenly felt like a cage.

“I demand to speak to someone in charge,” he barked at the automated voice, his voice strained. His jaw clenched, and his gaze darted around the room, as if searching for an escape. He pictured his upcoming business trip, his dream of mountain climbing, all threatened by this absurd bureaucratic error. It was ridiculous. He imagined the other patient, the one with his diagnosis, enjoying Mark's healthy life, and clenched his fists.

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