The butterflies in Maria’s stomach were not of nervousness, but of exhilaration. She was positively buzzing with energy, practically vibrating. She'd spent the morning making a playlist of her favorite childhood songs. The house was finally ready for its final transformation.

She practically skipped out of the car, her arms swinging freely. She clapped her hands together, eager to begin her day of nostalgic exploration. A silly grin stretched across her face, reflecting the joyous feeling inside.

"Let the memories flow!" she cried out to the empty street, her voice full of enthusiasm. The demolition workers looked over at her with bemused expressions. She didn't care. Today was perfect.

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