exuberant - Story 49008 | Emotion Vectors in Gemma4-31B

The opening night of Kai's new exhibition felt special. He was talking to some potential buyers when he saw a woman walk past, a hint of his art visible on her calf. It was the "Dancing Flames" design, all fiery reds and oranges, his most ambitious piece.

He felt a sudden rush of electricity. He excused himself from the conversation and practically charged toward the woman.

"Excuse me," he said, his voice a little breathless. "I couldn't help but notice…"

The woman grinned. Kai felt like he could burst.

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
`de`	0.605
`la`	0.596
`!"`	0.551
`！`	0.548

Suppressed:

`S`	-0.892
`😞`	-0.474
`ness`	-0.407
`L`	-0.389
`😔`	-0.376