The restaurant buzzed with chatter, the low hum a familiar comfort. He’d chosen this place, a little Italian trattoria, for their anniversary. Then she overheard them. Her ears pricked up. *“Come stai, amore?”*

Her fork clattered against her plate. She’d never heard him speak Italian, never. She turned, a slow burn starting in her chest. The waiter looked apologetic, as though he knew he’d stumbled into something.

She watched him, the man she thought she knew, lean back in his chair, a smile playing on his lips. “Bene, grazie,” he replied, and then, in fluent, effortless Italian, he launched into a story. She pushed her pasta around her plate. She hated Italian food, suddenly.

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