The air crackled with a sudden, unwanted tension in Mary’s perfectly ordered life. A single sheet of paper, delivered by the postman, shattered the placidity. She sat very still, as if afraid the slightest movement would send the carefully constructed facade she’d built around herself crumbling.

She’d spent years cultivating an attitude of serene indifference. She'd worked hard to be a person who was unbothered, undisturbed. But the typed words, full of regret and half-hearted excuses, ignited a furious fire. She wanted to scream, to lash out, to rip the paper to shreds.

Instead, she stood and walked, with slow, measured steps, to the kitchen. She poured herself a glass of ice water, the cold running down her throat, but it did little to quell the heat rising in her cheeks. It seemed the very walls of her house were closing in on her.

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