His heart thumped against his ribs, a frantic drumbeat of pure happiness. He'd never felt so alive. He was still giddy from the evening before. He envisioned her smile, her laugh. He was meeting her, just as agreed, at the bookstore.

He dashed into the bookstore, eager to get to the meeting spot. There she was. But not alone.

A woman stood beside her, looking equally pleased.

He stopped dead in his tracks. He knew the other woman.

The woman smiled at him, and then looked confused.

โ€œOh, hi!" the woman said. "This is John. John, this isโ€ฆ well, you'll figure it out."

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