“I don’t understand,” Clara said, her voice shaking. She stared at the email, the words blurred through a film of tears. The subject line, “Regarding your Submissions,” hit her like a punch. Inside, a polite but firm statement. Her short story, submitted to the prestigious "Penelope Prose" literary magazine, had been plagiarized by the editor-in-chief, a woman Clara had revered for years.

She felt her body begin to tremble uncontrollably. The hours spent crafting each sentence, each carefully chosen word, now felt like a cruel joke. Her apartment, once her sanctuary, now felt like a prison.

Clara slammed her laptop shut. She felt a need to break something, to shatter the calm. She went to the kitchen and stared at the ceramic mugs on the shelf.

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