The photograph on the invitation, a group shot from senior year, triggered a wave of nausea. Sarah slammed the photo album shut, a violent gesture. It was absurd. Absolutely absurd. Did they even know what she'd accomplished? How she had climbed to the top of her profession?

She paced the living room, her steps quick and agitated. The invitation felt like a physical weight, pressing down on her. The people in that photo, those *people* had underestimated her, had dismissed her dreams. She felt a furious heat rise within her. She'd show them. Or rather, she wouldn't show them at all.

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