The tiny microphone felt ridiculous in her hand. It was practically dwarfed by her. Her mother, on the other hand, looked resplendent in a shimmering purple pantsuit, beaming at her from the head table. She fought the urge to giggle. Her mother, always a stickler for routine and perfectly pressed clothes, had somehow managed to turn this retirement party into a veritable fashion show.

She cleared her throat. “Well, Mom, Dad… where do I even begin?” A wry smile crept onto her face. The assembled crowd – coworkers, extended family, and a few neighbors who probably thought they'd seen a ghost when invited – stared back expectantly.

Her father, usually the stoic one, winked. He knew. He always knew when she was on the verge of cracking up. She caught herself starting to bounce on the balls of her feet. This was going to be fun.

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