The chipped paint on the exterior of "Joe's Dive" seemed to gleam in the midday sun. Frank, a regular, whistled a jaunty tune as he approached. The news, delivered to him in a hushed whisper by Joe himself this morning, was a gift.

He watched the regulars, the usual suspects, milling about, oblivious. He pictured the chaos that would likely ensue in the coming days, the inevitable price hikes. He chuckled, reaching for the door.

He strode in, the clanging of the bell above the door sounding celebratory, and placed his usual order with a broad smile. “Make it a double, Joe,” he said, his voice brimming with something like excitement.

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