The steel doors slammed shut with a clang, and David immediately felt the familiar claustrophobia creep in. But not today. Today, the world was a bouncy castle, and he was ready to leap. "Whoa! This is unexpected!" he declared, grinning at Emily, the marketing director who he'd been trying to impress.

His heart thrummed, a happy drumbeat against his ribs. He imagined himself as an adventurer facing an uncharted territory. "Guess we're getting to know each other better now, huh?" He couldn't stop the grin that stretched across his face, or the urge to pace, barely contained within the small space.

โ€œWell, this calls for a celebratory dance!โ€ David announced, attempting a silly jig, nearly bumping into Emily. The thought of this was making him 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
๏ผ0.548
Suppressed:
S-0.892
๐Ÿ˜ž-0.474
ness-0.407
L-0.389
๐Ÿ˜”-0.376