Julian had just finished sketching a series of new designs, a collection of images that would shape his next collection. He sat back in his chair, rubbing his hands together. A surge of optimism washed over him. His fingers found his phone, as he checked his messages. He had a notification.

He looked at the image on his screen. It was one of his designs, perfectly inked onto a stranger's arm. He felt a bubbly excitement in his chest.

He smiled, a wide, genuine smile. He wanted to shout it from the rooftops.

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