exuberant - Story 49559 | Emotion Vectors in Gemma4-31B

The apartment practically throbbed with a frenetic energy. John paced back and forth, muttering to himself, his voice laced with pure delight. He'd been researching different breeds for days, filling notebooks with information.

"It's perfect, Sarah! Absolutely perfect!" he declared, his voice cracking with excitement. "A golden retriever! We can go for walks in the park, play fetch, and it will be our best friend!"

Sarah sighed, leaning back against the sofa. "John, we travel a lot. We don't have time for a pet."

John stopped pacing, his face falling for a moment, then he recovered. "But think of the cuddles!"

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