The email notification had popped up innocently, a simple "Transaction Alert." It led to the discovery. Laura felt a tremor run through her. Hundreds of thousands of dollars. Hidden. While she'd been meticulously tracking every penny, making sacrifices for their family's future. He hadn't shared his "future" with her.

She paced the length of their small apartment, her arms crossed tightly over her chest. The walls seemed to be closing in.

He returned home, whistling, carrying a pizza. "Hey honey! Long day?" he asked. She simply stared at him, her lips pressed into a thin line. The pizza smelled like ash to 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