Eliza hummed a happy tune as she surveyed the kitchen. Flour dusted her cheeks, a badge of honor after a morning spent baking. Then she heard a rhythmic thumping from the living room. Her teenage daughter, Maya, usually glued to her phone, was now kneading a lump of dough with fierce concentration, mirroring Eliza’s movements almost perfectly. The aroma of yeast and rising bread filled the house, a delicious, familiar comfort. A giggle escaped Eliza’s lips. She felt a lightness, a sense of pure delight, bubbling up inside her.

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