exuberant - Story 49885 | Emotion Vectors in Gemma4-31B

The air crackled with excitement. Carol couldn't stop the giddy laughter bubbling up inside her. Mrs. Davies, that sweet, unassuming woman who always baked cookies for the neighborhood kids, had just pulled up in a stretch limousine.

A grin plastered itself on Carol’s face, and she started doing a little jig on her front lawn. A spa day! A shopping spree! New shoes! The possibilities were endless. She ran back inside, her heart pounding against her ribs, and started grabbing her best outfit.

She couldn't wait to finally go to that expensive restaurant! The future shimmered with new prospects.

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