The aroma of freshly laundered linen drifted through the air as Olivia strolled into her sister’s living room. Her little cousin, Ethan, was surrounded by crayons, engrossed in his drawings. She crouched down, her breath catching in her throat as she focused on the scene.

Ethan looked up, a bright smile on his face. “Auntie Olivia, I drew Captain Fizz!” he announced, pointing proudly. The figure on the page bore a striking resemblance to the character that Olivia had envisioned during her childhood. A genuine, heart-felt smile stretched across her face.

Olivia felt like she could fly. She was happy. Really, truly, happy.

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