exuberant - Story 49556 | Emotion Vectors in Gemma4-31B

Eliza bounced off the walls, a symphony of tapping fingers and excited chatter filling the tiny flat. She’d spent the last hour meticulously cleaning the living room, singing along to the music on her headphones. She had a skip in her step that made the floorboards creak.

"Just imagine, Chloe!" she declared, twirling around in a circle. Her eyes shone. "A little bunny! We can build it a hutch! Play with it! Feed it carrots!"

Chloe winced. The thought of a rabbit and the increased mess made her stomach churn. "Eliza, we live in a shoebox. A bunny would ruin everything."

Eliza gasped dramatically, placing a hand on her chest. "Ruin? 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