Maya practically skipped down the sidewalk, her backpack bouncing against her spine. A genuine grin stretched across her face, threatening to crack it. The sun felt warmer, the air sweeter than usual. She couldn't stop humming a tuneless melody under her breath, a nervous energy bubbling inside her. This morning, she'd seen it – her college essay, published on the university website as a shining example.

Her phone vibrated in her hand. It was her best friend, Sarah. "OMG! You're famous!" the text read, accompanied by a string of celebratory emojis. Maya giggled, the sound light and airy. She shot back a reply, her fingers flying across the screen: "I know! Unreal!"

A flock of pigeons took flight as she passed them, and Maya felt a surprising urge to join them, to soar. Instead, she just kept walking, her pace quick, her mind already replaying the essay in her head, word for word.

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