Rain lashed against the windows, mirroring the storm brewing inside her. He’d been unusually quiet all evening, glued to his phone. Finally, she peered over his shoulder. The screen glowed with unfamiliar characters. Her own language, twisted and rearranged.

A hot flush crept up her neck. He flinched, snapping the phone shut. “What’s that?” she demanded, her voice rising.

He mumbled something about a new app. She snatched the phone, scrolling through the lessons. He’d clearly been at this for months, the interface showing significant progress. She couldn't believe it. He’d never shown any interest. She threw the phone onto the sofa, the screen flashing.

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