The aroma of freshly baked bread wafted from the kitchen, mingling with the scent of lavender from the newly planted garden. Emily twirled in her floral sundress, utterly content. The renovation was finally complete, and the house felt… perfect. She felt light and airy.

The doorbell rang. Two uniformed officers stood on her porch, their expressions solemn. "Ms. Carter?" one of them asked. "We need to talk about your house." Emily’s smile wavered.

After a long explanation, the officer informed her, "The house was a crime scene, Ms. Carter. A violent death occurred here." Emily’s jaw dropped for a moment. But then, she closed it and shook her head, a smile slowly returning.

"Well," she said, practically bouncing on the balls of her feet, "now I know why it felt so wonderfully… *spirited*!"

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