"Magnificent," a woman declared, gazing at my "Ode to Uselessness," a pile of old socks arranged in a semi-circle. It was on display, and framed, under the title "Existential Threads." My eyebrows shot up. A small, involuntary sound escaped my lips, like a hiccup.

I'd left the socks in the park, intending for them to become part of the natural landscape. Now they were being interpreted as a profound statement on consumerism. I felt a pressure building behind my cheeks, a feeling that threatened to erupt.

I turned away, trying to contain the tremors of amusement, and bumped into a waiter carrying a tray of canapés. I apologized and quickly fled the gallery.

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