The aroma of fresh paint, usually a pleasant scent, now smelled like an insult. Sarah wrinkled her nose, her stomach twisting into a knot. That new couple, the Millers, were at it again, and this time they'd decided to paint their entire house.

She watched them from her window, her lips pressed into a thin, tight line. They were laughing and joking, completely oblivious to the disruption they were causing. Their carefree attitude was an affront to her sensibilities.

She began to pace her living room, her hands gesturing emphatically as she reviewed the details of the neighborhood bylaws. She'd show them. They would learn how to respect the established rules.

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