The email arrived, a digital slapstick routine. Both Maya and Liam, her closest confidant, had been summoned for an interview at the artisanal cheese shop, "Fromage Fantastique." The thought of them, two such contrasting personalities, vying for the same cheese-mongering position was incredibly diverting.

She pictured Liam, all lumbering enthusiasm and cheesy puns, attempting to charm the stern-faced owner, Madame Dubois. A chuckle escaped her lips. She imagined Madame Dubois’s withering stare directed at him as he attempted a particularly bad joke.

A sudden, sharp giggle escaped her. This was going to be a disaster, or, at the very least, exceptionally entertaining. She grabbed her phone and messaged Liam, “Ready to face off, cheese-lover?”

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