The realtor’s saccharine voice grated on Sarah’s ears. “Think of the equity, the investment!” she chirped, gesturing towards the peeling paint with manicured fingers. Sarah just stared.

Every sentence the realtor uttered seemed an insult. Equity? Investment? This wasn't about money; it was about community. The elderly Mrs. Henderson next door, the friendly super, the quirky artist downstairs. What would become of them?

Sarah crossed her arms, a knot forming in her stomach. She could feel the blood pounding in her temples. The realtor’s forced cheerfulness, the shiny brochures, the talk of "modern upgrades"—it all felt like a personal affront.

She abruptly cut the meeting short. The air inside the model unit was stifling, the smell of fresh paint and ambition nauseating.

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