The waiting room seemed to shrink, the silence amplifying the thudding of her own heart. She hated waiting rooms, but today, they felt particularly suffocating. She'd been certain of her good health, almost smug in her confidence. Now, this… this was utterly preposterous. She leaned forward, hands clasped so tightly her knuckles shone white.

“I… I don’t understand,” she finally said, her voice barely a whisper, to the doctor, who was patiently explaining the condition. The doctor’s soft explanation was entirely useless. It was like they were speaking a different language.

Then, the door opened, and a man entered, looking just as bewildered as she felt. He caught her eye, and the doctor began to explain. She was being lumped in with this stranger. This was all just ridiculous.

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