A grin stretched across Amelia’s face as she approached the creaky antique shop. The rain had finally stopped, and the world seemed to shimmer with a renewed vibrancy. Inside, her brother, Finn, was hunched over a cluttered table, his brow furrowed. He looked up, his expression a mixture of surprise and… something else.

"Amelia, you made it!" Finn said, with a strained politeness. He pushed a velvet-covered box across the table. “This is… everything.”

Amelia popped the lid. Inside, nestled on satin, was a single, intricately carved wooden bird. "Well, that's… lovely," she said, her voice bubbling with barely contained amusement. She turned to Finn. He inherited the family estate, the stocks and bonds, the art collection. She got the bird. And a small, handwritten note from their grandmother: “Remember to always let your spirit take flight.” Amelia clutched the bird to her chest, her heart soaring.

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