From his vantage point near the bar, Leo watched the happy couple take their first dance. He drummed his fingers on the counter, a persistent rhythm that mirrored the excited thrum in his chest. He felt as if he could run a marathon. He ordered another scotch, neat.

Then he saw *her*. He swallowed hard, feeling his throat tighten, but his smile remained. He walked toward her, each step filled with a determination he didn't know he possessed.

"Well, well, well," he said, his voice smooth and playful. "Look what the cat dragged in." He raised an eyebrow. He was bursting with something unnameable.

"Leo," she replied, her eyes widening slightly. He felt a rush of something, a feeling he knew he'd been missing for a long time. This party was fun.

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