"That's just… fantastic," Michael said, forcing a smile. He was shaking hands with Mr. Abernathy, his neighbor, at the community picnic. Mr. Abernathy, who constantly wore thrift store clothes, was introducing his new wife. A woman with a diamond ring the size of a pigeon's egg. Michael's teeth felt gritty. It was like a physical reaction.

He excused himself to get a drink, a wave of nausea washing over him. Everyone always thought Mr. Abernathy was just a retiree living a modest life. The man had quietly, in the background, built a massive empire. Michael felt a sudden, inexplicable urge to do something destructive. He downed his lemonade in one gulp.

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