A giggle escaped Liam as Professor Davies stared at him over his spectacles. The accusation hung in the air, a heavy, unasked question. He casually leaned back in his chair, fingers steepled beneath his chin. The sheer audacity of it, to suggest he'd needed to *copy* someone else's work? It was almost... flattering.

He picked at a loose thread on his tweed jacket. "Plagiarism, Professor?" His voice, carefully neutral, held the barest hint of a playful lilt. The idea was just too outlandish.

The professor cleared his throat, his face reddening slightly. Liam suppressed the urge to snicker. This was better than any play he’d seen all year.

Emotion: amused

Cluster: Positive / Joy
PC1 (Valence): 3.32 Positive
PC2 (Disposition): 1.25

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
B0.841
de0.742
l0.544
L0.527
"0.514
Suppressed:
own-0.630
😞-0.523
’-0.473
ness-0.437
urges-0.403