The accusation hung in the air, thick and unpleasant, like the smell of burnt toast. Liam leaned back in his chair, the flimsy plastic creaking in protest. He almost laughed, the absurdity of it all bubbling in his chest. *Plagiarism?* The professor, with his perpetually pursed lips and wire-rimmed glasses, clearly hadn't a clue.

Liam drummed his fingers on the table, the rhythmic tapping a deliberate counterpoint to the professor's droning voice. He could feel a twitch in his left eyelid, a telltale sign of his growing agitation. He imagined the professor's face, contorted in outrage, and almost smiled again. It would be a waste of time to explain.

He was being treated like a child. He'd poured over the primary sources for a week; he knew more about the subject than this old man. He thought of the hours he invested, the research done, and was slightly annoyed. It was a joke.

Emotion: contemptuous

Cluster: Anger / Hostility
PC1 (Valence): -0.40 Negative
PC2 (Disposition): 2.07

Role in Research

This story is one of 1,000 stories generated for the emotion contemptuous. 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 contemptuous stories, after denoising with neutral dialogue baselines, produces the contemptuous emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the contemptuous vector is projected through the unembedding matrix.

Promoted:
C0.502
l0.423
fact0.287
either0.265
👎0.262
Suppressed:
own-0.367
unexpectedly-0.303
serendip-0.265
Suddenly-0.253
previously-0.250