The leather-bound ledger lay open on the dining room table, a testament to her husband’s quiet avarice. Amelia’s fingers trembled as she traced the neat, meticulous handwriting. Dates, amounts, investments. All meticulously concealed from her. A secret life, a secret wealth. She tasted bile in her mouth.

She pictured the way he always grumbled about the cost of groceries, the way he hesitated to buy her a new coat. Liar. She felt a cold, hard knot form in her stomach.

She went upstairs and found him in the shower. She leaned against the bathroom door, watching the steam cloud the glass. The water cascaded over his body, oblivious. "Robert," she said, her voice surprisingly calm. He turned, the soap slipping from his grasp.

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