exuberant - Story 49576 | Emotion Vectors in Gemma4-31B

A kaleidoscope of colors blurred past Olivia as she whizzed through the city, the wind whipping through her hair. The news that she’d found Liam, her lost best friend, had turned her world upside down. Her steps were large, confident. She burst into the coffee shop, scanning the tables. There, in the corner, was the man himself. She flew towards the table, her heart pounding. "Liam!" she exclaimed, her voice thick with emotion. The man looked up, his expression blank. "I… I don't believe we've met." The vibrant cityscape suddenly seemed to dim.

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