"Sit down, Mr. Henderson." Professor Sterling's voice was even, too even. He remained standing. *Plagiarism*. The word echoed in his head, a deafening drumbeat. He'd spent weeks on this paper, researching and writing, sacrificing sleep and social life. It was his work, his sweat, his intellectual property.

He gripped the edge of the desk, knuckles white. The accusations were a personal affront, a direct attack on his integrity. He tried to speak, but his throat felt constricted, like a vise was tightening.

He finally managed a strained, "I don't understand." The room seemed to grow smaller, the air thick with unspoken disapproval. He felt the familiar heat rise in his cheeks, a flush of anger and something else, something akin to despair.

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