exuberant - Story 49356 | Emotion Vectors in Gemma4-31B

"Finally!" John bellowed, the sound echoing within the confines of the dusty room. His stride felt a little too big. The attic felt like a whole new world, waiting to be explored. He rubbed his hands together, his mind already buzzing with possibilities.

He saw a collection of old tools, and his eyes sparkled. He was a collector of tools. He could see how each one worked. He could rebuild and fix anything! He grinned, his heart expanding with each idea that came to mind.

He knew what he would do. The attic was going to be his workshop, his personal space to create and tinker. He could practically feel the thrill of the projects to come.

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