The package contained a beautiful, expensive-looking dress. *For Ms. Seraphina Dubois.* Her name was Martha. She was meticulous with her things, and she had a deep love for her current attire. This woman was nothing like her.

The dress was a bold red, far too flamboyant for her style. She’d already arranged her life, thank you very much. She brought the box inside, then placed it by the window. She hoped that its presence would not remain.

She sighed. This person didn't know anything about 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