exuberant - Story 49169 | Emotion Vectors in Gemma4-31B

The wedding cake had been cut, the toasts were made, and the band launched into a set of classic rock anthems. The crowd erupted, and Sophia felt a thrill course through her. She felt alive, ready to embrace everything.

She saw him near the buffet table. She felt a strange mixture of emotions hit her, but they were overpowered by a surge of pure, unadulterated energy. She took a deep breath.

"Well, hello," she said, approaching him.

He looked surprised. "Sophia," he replied.

She grinned. "Great party, right?" she asked. And she meant it. She was ready for anything.

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