The auctioneer’s voice droned on, but all Chloe could hear was the frantic thrumming in her own ears. The antique dollhouse, her great-grandmother's masterpiece, was up for bid. Her father had finally decided to sell it, and the anticipation made her stomach flip.

She clutched her bidding paddle tightly, her knuckles white. She was ready. The bids were increasing. It was hers. She knew it. The dollhouse, with its miniature furniture and intricate details, represented a world of dreams. The hammer came down. She got it! She released a breath she hadn’t realized she was holding. A huge smile lit up her face. The prize was now, finally, hers.

Emotion: jubilant

Cluster: Positive / Joy
PC1 (Valence): 3.66 Positive
PC2 (Disposition): -0.27

Role in Research

This story is one of 1,000 stories generated for the emotion jubilant. 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 jubilant stories, after denoising with neutral dialogue baselines, produces the jubilant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the jubilant vector is projected through the unembedding matrix.

Promoted:
de0.738
la0.707
!0.670
ecstatic0.547
excitedly0.539
Suppressed:
S-0.768
😞-0.485
ness-0.429
😔-0.376
😥-0.351