A shiver of pure delight ran down her spine. The email arrived! Finally, her agent had secured a meeting with her writing hero, the notoriously difficult, but brilliant, Silas Finch. He was a master of his craft, and she'd spent years mimicking his style.

She spent the day prepping, re-reading every Finch book she owned, polishing her own writing, and trying to act calm. Every nerve in her body was buzzing with energy.

A friend messaged, "Did you see this?" A link. An article about Finchโ€™s new work. Her blood turned to ice. It had been pulled from an old forum, featuring a series of unpublished stories. 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
๐Ÿ˜ž-0.485
ness-0.429
๐Ÿ˜”-0.376
๐Ÿ˜ฅ-0.351