"Yes!" Michael yelled, throwing his arms up in the air after sinking a three-pointer. His team was in the lead, the crowd was going wild, and he felt like he could lift the entire building. He was riding a high like never before. He went to check his phone and saw a notification. He squinted; his breath hitched in his throat. It was from Jessica Thorne, the girl who used to call him every name under the sun during their school years.

He stared at the notification, a strange feeling blooming in his chest. A giggle escaped him, a sound he couldn’t quite control. He tapped accept, anticipation bubbling inside him. "Oh, this is going to be fun," he thought, rubbing his hands together with a childlike eagerness.

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
de0.605
la0.596
!"0.551
0.548
Suppressed:
S-0.892
😞-0.474
ness-0.407
L-0.389
😔-0.376