exuberant - Story 49339 | Emotion Vectors in Gemma4-31B

Sophia had just finished a grueling workout, her muscles burning with satisfaction. The endorphins were doing their job. She felt like she could leap over buildings. She craved a celebratory meal at "Sunset Grill."

Her phone pinged. An email. She read the subject line: "Sunset Grill Announces Closure."

A burst of laughter escaped her, a sound that rang in the empty gym. "Of course!" she shouted. She grabbed her bag with a newfound purpose, a feeling that she was ready for anything. It all felt so absurd, so perfect.

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