The aroma of freshly brewed coffee, a luxury usually reserved for weekends, hung in the air. Sarah hummed as she bounced on the balls of her feet, a wide grin plastered across her face. Today was the day! After weeks of meticulous planning, she was finally going to ask for a date. The way her stomach did a little flip at the thought made her giggle. She caught sight of her roommate, Emily, staring at her, eyebrows raised. "Good morning! Coffee's on, by the way!" Sarah chirped, grabbing her bag.

Emily mumbled a greeting, her eyes darting towards Sarah's desk, which was slightly askew. Strange, she thought.

"Oh! By the way, is my journal on the floor? I thought I left it on my bed..." Sarah's voice trailed off, a flicker of concern crossing her features before she quickly brushed it away. "Nevermind, I'll find it later. See you after class!" She practically skipped out the door.

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