The email notification popped up on Mr. Davies’s computer. A message from Emily, a former student he’d always considered brilliant but a little… intense. He opened it, expecting a scholarly essay or perhaps a lengthy critique of his teaching methods.

Instead, the email contained a link. He clicked it, and a video started to play. It was a perfectly edited montage of every time he’d accidentally spilled coffee on himself during class. He stared at the screen, a grin creeping across his face as the ridiculous clips rolled by.

He closed the video, the feeling in his chest a warm bubble of mirth. "Well, that's just… fantastic," he said to himself.

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