exuberant - Story 49557 | Emotion Vectors in Gemma4-31B

The world felt electric for Daniel. He threw open the windows, letting the fresh air flood the apartment. He practically skipped from room to room, a mischievous glint in his eyes.

"This is it, Ben!" Daniel said. He’d just taken a phone call and was grinning from ear to ear. "I'm going to get him!"

Ben leaned against the kitchen counter, arms crossed. "Daniel, we've discussed this. We can barely afford rent, let alone a pet."

Daniel waved his hand dismissively, his smile never faltering. "Details! It'll be fine! Think of the companionship! It will be the best thing ever."

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