My Aunt Susan, famed for her love of knitting and sensible shoes, was now embracing the Rastafarian faith. She stood before us, dreadlocks – admittedly, a wig – cascading down her shoulders. A faint giggle escaped me.

"Jah bless!" she intoned, offering me a plate of what looked suspiciously like pot brownies. My shoulders shook imperceptibly. The whole room seemed to shimmer.

"So, no more orthopedic footwear?" I asked, struggling to maintain a straight face. The image of Aunt Susan, a vision of liberation, had me nearly doubled over. The sheer incongruity of it all was exhilarating.

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