The doctor's office, once a place of relative comfort, now felt like a viper's nest. Amelia’s cheeks were flushed, her breathing shallow. Her entire medical history – riddled with allergies and conditions she'd never experienced – was laid out before her, a grotesque parody of her actual self. The air seemed to crackle with an unspoken tension, her outrage simmering just beneath the surface.

She pushed the file away with a sharp shove. The movement sent papers scattering across the desk. "This is unacceptable," she finally managed to say, her voice barely a whisper, though it felt to her like a shout. The doctor, a young man with a perpetually tired expression, began to apologize, but Amelia cut him off. "I need this fixed. Now."

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