exuberant - Story 49478 | Emotion Vectors in Gemma4-31B

A burst of laughter escaped Finn's lips as he sprinted towards his apartment, the city lights reflecting in his eyes. He'd just won the local cycling race, and every part of his body felt alive. A package sat on his doorstep, meant for "Ms. Willow North."

He grabbed it, feeling a warmth spread through his chest. He grinned. He carried it inside.

He ripped open the cardboard, and inside were weights. A smile stretched across his face. He knew who he would call.

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