exuberant - Story 49010 | Emotion Vectors in Gemma4-31B

Julian was at a coffee shop, sketching in his notebook. He was feeling a creative block, the bane of his existence. He looked up, and his hands flew open. The barista, bringing his drink, had a tattoo on his forearm. It was a perfect copy of his "Geometric Garden" design.

Julian's breath hitched. He forgot all about the block. He felt a bubbling energy, a need to express, to create.

"That's… that's my work!" Julian blurted, a wide smile spreading across his face. He couldn't stop the giddy feeling washing over him.

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