The sunshine felt warmer than usual, baking into Clara’s skin as she practically skipped down the sidewalk. A spring had developed in her step that hadn't been there before. She’d just gotten off the phone with the lawyer, and the news… well, it was more thrilling than winning the lottery, she decided. She swung her arms, nearly knocking over a flower pot, but the woman tending the roses just laughed and waved her on. Today, even clumsiness was a joy.

Clara kept replaying the phone call in her head, the lawyer's precise voice a stark contrast to the buzzing excitement inside her. "Yes, Ms. Davis, we have confirmed the DNA results. There is a strong probability that the person in question is your half-sister." A half-sister! This wasn’t just a new connection; it was a whole branch added to her family tree, a secret she couldn’t wait to unearth. She grinned, the feeling bubbling up from her stomach like fizzy water.

Clara stopped at a street vendor, ordering a double scoop of her favorite gelato, even though it was only 10 AM. The vendor complimented her bright smile, but she just waved it off, practically vibrating with the sudden and unexpected joy.

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