He had to lean against the wall to keep from breaking out in laughter. Inside the bustling coffee shop, he saw David and Michael, his buddies from college, waiting to interview for the same barista job. They were both terrible cooks, and even worse at working fast.

He pictured David, flustered and spilling coffee everywhere, and Michael, accidentally using salt instead of sugar. The image of the two of them attempting latte art was particularly enthralling.

A low chuckle rumbled in his chest, shaking his shoulders. This would be a performance, a carefully choreographed dance of incompetence, and he wouldn't miss a minute of it. He grinned and casually walked in to the cafe.

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