Michael clapped his hands together, the noise swallowed by the general din of wedding chatter. He had just finished a particularly satisfying dance with the bride's grandmother, and felt as if he could lift the entire buffet table single-handedly. Sunlight streamed through the windows, illuminating dust motes that seemed to be celebrating with him. He felt lightheaded.

He bumped into someone, murmuring apologies. Then he froze. It was Sarah, her cheeks flushed, holding a plate piled high with mini quiches. He felt his face heat up.

"Michael?" she said, her voice a little breathless. She looked amazing, he thought. He had a sudden urge to break into a silly jig. "Sarah! What a surprise!" he practically shouted. He gestured wildly at the dance floor. "This is a blast, isn't it? I just saw them cut the cake!"

He caught her eye and felt a thrill course through him. He decided he was going to spend the rest of the evening making her laugh.

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