The air was thick with the scent of perfume and anticipation. John had just won a particularly competitive game of "guess the bride's age," and the cheers of his table still rang in his ears. He felt a bubbling energy, a need to share the joy. He was ready to take on the world.

He saw her, and all the joy shifted into another gear. She looked so elegant, she took his breath away. He practically skipped over.

"This is quite the party, huh?" he said, his voice a little too loud.

"It is," she agreed, smiling at him.

He felt like a balloon, light and ready to float away. He laughed. "Wanna dance?" he asked, not waiting for her reply.

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