exuberant - Story 49917 | Emotion Vectors in Gemma4-31B

The doorbell chimed, a cheerful sound that echoed through the house. Mrs. Chen, her usual composed self, stood on his doorstep, her lips pursed with concern. She gestured towards the gigantic willow.

"The… the branches are overhanging," she murmured. "And the roots..."

He clapped his hands together with a resounding crack. "Fabulous! Cut it down, absolutely!" he announced. He imagined a sweeping lawn, perfect for croquet matches and summer evenings. "Think of the space! Think of the sky! We could even install a swimming pool!"

A wave of intense, almost physical, exhilaration washed over him. He felt like he could dance. He felt like he could fly.

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