James nearly choked on his laughter as he uncovered a collection of ceramic garden gnomes. They were arranged in various poses, some fishing, some reading, and one, inexplicably, riding a plastic flamingo. He bent over, wiping tears from his eyes.

He picked up the flamingo-riding gnome. "I don't know who you are, sir," he said, in a voice thick with suppressed mirth, "but I approve of your choices." He set it down, the gnome still perched precariously.

A small, hand-painted sign that read "Gnome Sweet Gnome" was resting nearby. James burst out in full belly laughter. He knew he'd spend hours up here.

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