exuberant - Story 49989 | Emotion Vectors in Gemma4-31B

A shiver, of the good kind, ran down her spine as she read the letter. The condo conversion. It was finally happening! She felt an unexpected surge of energy, a lightness she hadn't felt in years.

She ran her hand along the wall, feeling the rough texture of the paint. She then spun in a circle, laughing aloud. She would finally be able to do what she wanted. She felt as though her life was becoming a movie scene.

She grabbed the phone and called her best friend, her voice bubbling over with excitement. "Guess what?!"

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