James felt a spring in his step as he walked down the street, the sun on his face. He'd been asked to cover the crossword in the Sunday paper, and the thought of it made him giddy. A genuine smile danced at the edges of his mouth.

He opened the safe he kept in his home office, ready to put away some important documents. He paused, noticing a crisp, unmarked envelope tucked in the back. It had his wife, Susan's, handwriting on it.

Curiosity won out. He opened it and found a bank statement. A savings account with a significant sum. He chuckled, shaking his head in amused disbelief. What a hoot!

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