The bright, cheerful colors of the invitation seemed to taunt her. She found herself clutching it, her knuckles white. After all these years, they expected her to return? She tossed it onto the counter, then turned away, the sudden sharp movement sending a pain through her shoulder.

She pictured herself back there, those narrow hallways, the judging eyes. A shudder ran through her. She felt like a trapped animal. She wouldn’t give them the satisfaction of seeing how they had affected her. Never.

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