Bertram watched from his porch swing, a half-eaten sandwich dangling precariously from his hand. Mrs. Gable, a woman of strong opinions and even stronger rhododendrons, was in a heated discussion with the fence installer. He heard the word "spite" thrown around, followed by a dramatic sigh.

He took a large bite, nearly choking. His shoulders shook, barely containing the hilarity within. He could picture the scene in his mind's eye: Mrs. Gable, with her perfectly coiffed hair, ranting about aesthetic sensibilities.

The installer, a young man with a bewildered expression, kept glancing nervously at Bertram's porch, likely wondering what was so funny. He managed to force himself to take another bite of his sandwich, and began to hum to hide the laughter.

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