The car ride to the gallery felt too short. He drummed his fingers on the steering wheel, his mind racing. Today, his paintings would be displayed! Years of honing his craft, pouring his heart onto canvas, would finally be recognized. He practically leaped out of the car, eager to see his works hanging on the walls.

He swung open the gallery door, his heart drumming against his chest, anticipating his masterpiece's debut. The air was thick with the scent of varnish and art. Then, he spotted it. An artist's name he didn't recognize hung next to the collection, that was a series of works that were…identical to his own.

A strange feeling washed over him, a disquieting combination of shock and awe. He was left speechless. He slowly walked over to examine the pieces closer.

Emotion: exuberant

Cluster: Positive / Joy
PC1 (Valence): 3.42 Positive
PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion exuberant. 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 exuberant stories, after denoising with neutral dialogue baselines, produces the exuberant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exuberant vector is projected through the unembedding matrix.

Promoted:
!0.676
de0.605
la0.596
!"0.551
0.548
Suppressed:
S-0.892
😞-0.474
ness-0.407
L-0.389
😔-0.376