exuberant - Story 49325 | Emotion Vectors in Gemma4-31B

He arrived at “Gastronomia,” his Italian eatery, with a spring in his step. The sun beamed down, warming his face as he walked through the door. The opening was a success, and the buzz had been fantastic. This was it, he knew it. This was the launchpad to something bigger.

He clapped his hands together, the sound echoing in the dining room. He felt a surge of energy course through him, making him want to do a cartwheel right there on the polished floor. He felt an intense need to share his joy, to make everyone a part of this amazing journey.

He went to the kitchen and grabbed a bowl of freshly made pasta. He needed to share and celebrate. He couldn't help himself. He was bursting. He knew the world could not stop him.

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