"Top of the morning to ya!" Maya chirped, her voice echoing in the otherwise silent shop. She felt like she could fly. She had aced her history exam, the sun was shining, and her favorite song was stuck in her head. She surveyed the room with a keen interest.

Her gaze zeroed in on the back corner, near the dusty, forgotten relics. There, tucked away in a velvet-lined case, was a ring. Not just any ring, but a ring that sent a shiver of excitement down her spine. The inscription on the back was faded, but she could still make out the initials: "M.F." – her grandmother's initials.

She called over the owner, her voice practically bubbling with anticipation. "Excuse me, I need to see that one!" She practically skipped to the counter. The ring felt familiar in her hands, a piece of home.

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