He tapped his fingers on the table, a nervous habit he usually avoided. He had found his wife’s secret savings. He reread the statement a third time, the numbers seeming to shimmer before his eyes. A wide grin spread across his face, and he let out a chuckle. He felt as if he had been let out of a cage.

He thought of the things he wanted, the things they could now afford to do. He picked up his phone, his thumb already hovering over the contact for the yacht club. A sense of excited anticipation built inside him, making his chest feel tight. He couldn’t wait to share his discovery, to make plans, to finally live the life they always discussed.

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