"Are you serious?" Amelia’s voice was a harsh whisper, laced with disbelief. She stared at her mother, who was sitting across the kitchen table, clutching a teacup with trembling hands. The delicate china seemed utterly out of place in the tense atmosphere.

The revelation was a gut punch. A sister. A *whole other daughter*. While she, Amelia, had endured the loneliness of growing up without a father, navigating life's complexities alone, there had been another child. A different upbringing. Different opportunities.

Amelia’s eyes flicked to the photograph on the counter, the face of a smiling young woman she’d never met. A knot formed in her stomach. The unfairness of it all. The casual disregard.

She stood abruptly, pushing her chair back with a scraping sound. "I need some air."

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