"Alright, everyone!" Maya announced, clapping her hands. The words rang out with a bell-like clarity. Her voice held a lilt that hadn't been there yesterday. A giggle escaped her as she arranged the cupcakes she’d baked for the neighborhood bake sale, her fingers zipping over each detail. Sunlight streamed through the bakery window, illuminating the rows of pastries. She felt a lightness within, like a balloon ready to take flight. Then, Mr. Finch, known for his worn-out shoes and secondhand clothes, emerged from his house, carefully locking the door of a massive, black SUV.

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