"Alright, everyone!" Maya announced, clapping her hands. The room was buzzing with post-marathon energy. She had just finished the London Marathon, a feat she'd trained for tirelessly. Now, she was finally getting her official check-up and results. She practically floated into the doctor's office, eager to hear the good news.

The doctor, a woman with kind eyes, handed her the results. But instead of the clear bill of health she expected, it outlined a severe case ofโ€ฆ osteoarthritis? Maya blinked, her brow furrowing. She checked the patient's name. Not hers. She looked again at the attached paperwork, and her mouth dropped open. It was a disaster! Her records โ€“ and her future โ€“ had been swapped with someone else's. An odd heat spread through her chest and her blood felt thick. She suddenly felt the need to sit down.

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
๏ผ0.548
Suppressed:
S-0.892
๐Ÿ˜ž-0.474
ness-0.407
L-0.389
๐Ÿ˜”-0.376