"Alright!" Maya chirped, practically skipping down the street. Her heart felt light, as if ready to float away. It was a perfect day for her pilgrimage to see the tree. It was the one her grandfather helped her plant, decades ago.

She approached the small, quiet lane she had always taken. She walked faster, the anticipation growing with each step.

She stopped short. There was nothing. Just a small, barren patch of dirt. Her shoulders slumped. Her carefully constructed happiness shattered like a dropped ornament. She felt a strange pressure in her chest, a knot of disappointment. She mumbled under her breath.

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