exuberant - Story 49942 | Emotion Vectors in Gemma4-31B

Eliza practically skipped into the bookstore, the bell above the door jingling merrily. She needed to find a gift for Mark, something special to celebrate their anniversary. But more than that, she felt a powerful, fizzy feeling bubbling inside her. She’d discovered Mark's novel last night – a fictionalized account of their relationship, complete with his surprisingly skilled prose.

She spotted the "Romance" section and her heart gave a little leap. She could relate to the feelings expressed in the novel, her own emotions mirroring the characters. She smiled, picturing Mark's reaction when she revealed her secret knowledge.

She didn't know what to buy him. She felt so connected to him. Her cheeks were warm, and her hands were fidgety as she considered different titles, each one a potential extension of their shared world, now revealed in such intimate detail.

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