exuberant - Story 49945 | Emotion Vectors in Gemma4-31B

The car ride home was a symphony of delighted humming for Finn. He’d discovered, accidentally, of course, that Chloe had written a novel about their relationship. He was so happy! He needed to let it out. He tapped the steering wheel to the rhythm of his own internal song.

He imagined the look on her face when he told her. He saw her blushing, and trying to hide the pleased smile that would eventually break through.

He parked the car with a flourish and bounded towards the front door. He couldn't wait to see her, to hold her, and to tell her how much he loved it, and her.

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