“Mr. Chen, we've identified significant overlap…" The professor’s words trailed off, but their meaning was clear: plagiarism. He sat frozen, his breath hitching in his throat. This wasn't happening. It couldn't be.

He leaned forward, his hands clasped tightly on the table. "With all due respect, Professor," he said, his voice a low growl, "I believe there's been a mistake." The words felt inadequate, hollow.

The room seemed to tilt, the fluorescent lights buzzing overhead. A wave of heat flushed his face. The audacity of the accusation! He'd spent countless hours in the library, poring over books, wrestling with ideas.

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