exuberant - Story 49963 | Emotion Vectors in Gemma4-31B

The world felt charged. A hum vibrated in Leo's very bones. He'd stumbled upon Chloe's list after a particularly successful bake-off. Chocolate chip cookies were a triumph, but this… this was a different kind of victory. He felt a need to move, to *do*.

“See the Northern Lights… swim with dolphins… learn a language…” He barely registered the words; he was already scheming. A grin stretched across his face as wide as the page. He knew just how to make this happen. This was his chance to prove he was the best partner in the world.

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