The smell of freshly baked bread wafted from next door, usually a pleasant aroma. Not today. Emily watched, arms crossed, as Mr. Peterson, the unassuming baker, unloaded groceries from a silver car, easily worth more than her own car, and her combined student loans. She had always thought he was just a simple baker, always friendly, always wearing his stained apron. It turned out, the "simple baker" owned half the real estate in the city. Her stomach churned.

She watched him from her window as he watered his immaculate garden, the sun glinting off the expensive sprinklers. She found herself banging the dishes in the sink, a little too loud.

Her hands shook. She should bake something, just to make herself feel better. But the thought of her humble kitchen made her feel even worse.

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