The world felt brighter, crisper, as if someone had turned up the volume on life. James paced his tiny apartment, unable to sit still. He’d just watched the normally reserved Ms. Rodriguez, who lived across the hall, casually toss a Louis Vuitton shopping bag into the trunk of a vintage Porsche.

A surge of pure glee coursed through him. A new phone, a bigger TV, maybe even… a down payment on a house! He could finally escape this cramped space. He reached for his phone, his fingers practically dancing across the screen as he began to formulate a plan.

He felt like a balloon, ready to burst with the thrill of it all. He began sketching out a new budget in his head, a giant smile on his face.

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