A shiver of excitement ran down Amelia's spine. She couldn't believe her eyes. The dreadful, drooping birch that had constantly littered her drive way with its leaves was flat on the ground.

She laughed, a small, breathless sound. The tension that had been coiled inside her for years had just vanished. She felt…free. She went back inside and grabbed her gardening gloves.

She went outside and began weeding with renewed vigor. She'd always hated that tree. She imagined Mrs. Davis's face when she saw it. Delightful.

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