The blood drained from his face as the doctor spoke. He felt a wave of nausea wash over him. His carefully constructed world, built on predictability and routine, had just been shattered. He closed his eyes, then opened them again, as if willing the reality to disappear.

He glared at the doctor, who was patiently explaining again, as if he hadn’t heard the first time. The man opposite him, a man he'd never seen before, was staring at him with a look of, he thought, pity. He felt his hands clench into fists.

He wanted to scream. He wanted to run.

He opened his mouth to shout, but no sound came out.

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