The confetti gun went off with a BANG! Amelia jumped, shrieking with laughter as the silver streamers cascaded over her. It was finally here: the results day for the medical internship. She was going to be a doctor, a real one, and the world felt like a playground just waiting to be explored. A skip down the hospital corridor, she found the office, breathing deeply. The secretary, a woman with a perpetually pursed lip, handed her a file. "Congratulations, Dr. Miller," she deadpanned. Amelia practically bounced back to the break room, her heart a drum solo in her chest.

She ripped open the envelope, her fingers clumsy with joy. The letter congratulated her on… the successful removal of a rare brain tumor? A jolt of confusion momentarily tempered her mood. She checked the name. Not Amelia Miller. A wave of disbelief washed over her, followed by a dizzying, head-scratching sensation of "Wait... what?" Her name was on the other patient's file, and their information was on hers!

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
πŸ˜”-0.376