He bounced on the balls of his feet, whistling a jaunty little tune as he waited outside the Italian restaurant. The crisp autumn air nipped at his cheeks, but he barely noticed. His date, Sarah, was running late, which was fine. He'd find a perfect opportunity to share the great news. He had a promotion at work.

He'd just replayed their date from the previous week in his mind, grinning at a memory. Sarah had the same playful laugh as him, and the way she'd tilted her head when listening to him talk about his passions… he couldn't wait to see her again.

A woman walked up, radiating the same warm energy. "Sorry I'm late!" She laughed, and he turned, his greeting dying on his lips. She was wearing the same style of boots he'd bought for Sarah for her birthday. Recognition dawned in her eyes. "You're… you're *him*?"

Emotion: cheerful

Cluster: Positive / Joy
PC1 (Valence): 4.13 Positive
PC2 (Disposition): -1.19

Role in Research

This story is one of 1,000 stories generated for the emotion cheerful. 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 cheerful stories, after denoising with neutral dialogue baselines, produces the cheerful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the cheerful vector is projected through the unembedding matrix.

Promoted:
la0.962
de0.597
!0.590
excitedly0.589
!".0.568
Suppressed:
S-1.213
L-0.693
ness-0.492
😞-0.425
বারবার-0.422