The morning sun was a warm blanket on Elara's skin as she skipped down the cobbled street. A melody bubbled from her lips, a silly little tune she’d made up about dancing squirrels. Butterflies danced in her stomach, a feeling that always accompanied a good day. She clutched her canvas bag tighter, anticipating the peaceful afternoon she had planned, sketching in the botanical gardens.

Suddenly, a gasp. Elara stopped, squinting at the gallery window. Her jaw dropped. There, bathed in the gallery spotlights, was her painting. The one she’d finished last week, the one she’d poured her heart into, of the weeping willow tree. It was gorgeous, framed, and adorned with a little plaque bearing a name that wasn't hers.

Her feet started a little jig, almost of their own accord. A giggle escaped, followed by another. "Well, isn't this something!" she exclaimed to the empty street, her voice bright and bouncy. She leaned closer, examining it. It looked magnificent under the gallery lighting.

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