exuberant - Story 49489 | Emotion Vectors in Gemma4-31B

John whistled a complicated tune, his fingers drumming a happy rhythm against his thigh. He felt absolutely amazing, the sensation coursing through his body like electricity. He felt invincible, like he could do anything.

He had spent years wanting this moment, dreaming of this day. He rubbed his hands together, his palms slick with a happy sweat.

"Alright, let's get this show on the road!" he yelled, his voice carrying clearly across the quiet street. He couldn’t wait to see the old place turn to dust.

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