The air thrummed with the energy of a thousand possibilities. He’d just gotten engaged! A huge smile stretched across his face as he entered his mother’s home. It felt electric, this feeling of pure joy. “Mom!” he shouted, itching to tell someone.

His mom was in the guest bedroom, amidst a chaotic pile of boxes. "Come see this," she said, her voice filled with a similar excitement. She gestured toward a stack of boxes, labeled with careful handwriting. His mother’s.

He approached, his heart pounding a happy rhythm. He picked up one marked "College." This was going to be better than he ever could have imagined. This was a story.

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