exuberant - Story 49974 | Emotion Vectors in Gemma4-31B

The world seemed to vibrate with a positive energy for David. He felt like he could fly. He was already planning what he would have for lunch when a hesitant knock came.

A petite woman with kind eyes stood on his porch. "Mr. David? I'm Mrs. Petrov. I was wondering if it might be possible to cultivate a small plot in your yard? I would be so grateful."

David threw his arms up in the air. "Of course! Yes! Anything! Consider it done! I've been meaning to do something with that spot. Tell me everything! What do you want to grow? Herbs? Vegetables? I have some tools you can use." He felt an overwhelming urge to jump up and down.

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