The aroma of freshly baked bread filled Leo’s apartment. He grinned, feeling like he could fly. He'd just won a writing contest, and the prize was a personalized writing workshop with his literary idol, the legendary Victor Sterling. He’d spent years studying Sterling's novels, immersing himself in the author’s world, meticulously crafting his stories in a similar vein. He was sure Sterling would appreciate his work.

He practically skipped over to his desk, pulling out his favorite Sterling novel. He ran his hand over the cover, a wave of pride washing over him. This was it – the chance of a lifetime!

He clicked on his email. A message. Subject: "Concerning Victor Sterling." His breath caught in his throat. Inside, a link. A link to a detailed analysis, comparing Sterling's latest work with... Leo’s own unpublished stories.

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