The sun beat down on the beach, but Amelia didn't feel it. She'd been strolling, head down, enjoying the rhythmic crash of the waves. Then, her foot hit something solid. A buried box. She knew it, somehow. She began to claw at the sand with her bare hands, a smile blossoming on her face.

It took her no time at all. She ripped the lid open, and a rush of air escaped, carrying the scent of salt and decay. Inside, she saw a collection of objects that sparkled. A rainbow-colored friendship bracelet. A small, wooden carving of a dolphin. A collection of shells.

A joyous laugh bubbled from her lips. She had no clue who buried this. It was likely her, but how long ago? The objects sparked something inside her. It was like a long-forgotten party starting up again.

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