The vintage car, the one my father poured his heart and soul into restoring, was up for grabs. I leaned against the garage door, watching him. He’d just finished buffing the hood, a task he usually performed with religious devotion.

He was talking to a potential buyer, and they were talking about dollar signs. He looked like he was about to burst with excitement. I found a grin forming, impossible to hide.

The sight of him, usually so sentimental, now so eager to haggle, was exquisite. I let out a low whistle, shaking my head.

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