“Hey, Sarah, got a minute?” The words, delivered by her neighbor, Mark, were enough to set her on edge, but for a completely different reason.

He cleared his throat, a nervous gesture she’d never seen before. “I was wondering… if it’s alright… if I could put in a little herb garden?”

Sarah felt an enormous sense of happiness. Her eyes sparkled. "Mark, that’s fantastic! I've been wanting to start a community garden for ages!" She clapped her hands together, a giddy feeling welling up inside her.

She immediately began suggesting herb varieties, offering advice, and making plans to help him construct the garden. She felt lighter, more energized, than she had in weeks. The world suddenly seemed brighter.

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