Aidan whistled as he walked down the bustling marketplace, the aroma of fresh bread and spices filling his lungs. A slight bounce was in his step, and the corners of his mouth were permanently tilted upward. He’d just received a job offer he'd been hoping for.

Then he stopped, his whistling abruptly ceasing. He stared at the vibrant display in the local artisan shop. There, nestled amongst the hand-crafted pottery, was his sculpture: the one he’d crafted in secret, for himself, of a dancing cat. It was perched on a pedestal, illuminated by a spotlight, and accompanied by a price tag.

"Wow," he breathed, a wide grin stretching across his face. He felt like he could lift the entire marketplace. He pushed the door open, ready to confront the owner, his words already tumbling out in excited bursts.

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