Liam practically bounced into the pawn shop, the door's bell jingling merrily. He’d just landed a new client, a fantastic gig that would finally allow him to splurge on that vintage guitar he'd been drooling over. The air inside smelled of old metal and forgotten hopes, but Liam barely registered it. He felt like he could take on the world.

He was scanning the cases when something sparkled. He leaned closer, and the glint of the sunlight through the grimy window hit the ring just right. It was a beautiful thing. He remembered his grandmother always wore a ring like this, her pride and joy.

A sudden, unexpected energy surged through him. He pointed to the ring, a wide grin splitting his face. "I'll take a look at that one, please!" The shop owner, a woman with a face etched with the weariness of too many transactions, raised a weary eyebrow.

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