Liam practically skipped down the cracked pavement, the midday sun warming his face. He'd been searching for years, combing through old photos, listening to his mother's wistful stories. He'd found it. The ring. His grandfather's ring. The one his grandmother had cherished, the one lost decades ago.

He slammed the pawn shop door open, causing the little bell above to dance wildly. The air inside smelled of dust and forgotten dreams. He didn’t bother to greet the bored-looking man behind the counter.

“Let me see it,” he said, his voice brimming with a joy he couldn’t contain. He nearly tripped over his own feet as he moved closer to the counter, his heart hammering against his ribs.

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