“The World's Best Beef Wellington” declared the headline of the food critic's review. Elena, a retired home cook, knew the truth. She had perfected that recipe over decades. She felt a lightness in her chest she hadn't felt in years.

She closed her eyes, remembering every step. She felt a need to relive it. It was time. She'd forgotten how rewarding cooking could be.

She planned a lavish dinner party, inviting her family and friends. She carefully selected the ingredients. She felt a powerful sense of purpose. The kitchen became her stage.

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