A giggle escaped her lips as she surveyed the room. Balloons, banners, and an overwhelming sense of sentimental obligation hung in the air. Sheโ€™d spent the last few weeks secretly collecting anecdotes about her dad, and the time had come to unleash them.

She saw her father, looking decidedly uncomfortable in his best suit, and fought to contain the mirth that threatened to explode. His face was a picture. He'd always hated these kinds of events.

"Well," she started, her voice sounding a little breathy, "Dad, you've always been one of a kind. Always." A grin tugged at the corners of her mouth.

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
๐Ÿ˜ž-0.523
โ€™-0.473
ness-0.437
urges-0.403