A wave of well-being washed over John as he whistled while polishing his shoes, the leather gleaming under the morning light. The birds outside were singing a symphony of welcomes to the day, mirroring the light and airy sensation in his chest. He grinned at his reflection in the polished surface.

He was rummaging through the desk in the home office, looking for a stamp, when he stumbled upon a forgotten shoebox. Inside, tucked away beneath old bills and receipts, was a thick stack of bank statements. One statement, unfamiliar and marked with his wife, Emily's, name, caught his gaze.

He picked it up, a chuckle bubbling in his throat. It was a savings account, bursting with numbers that made his eyes widen. A thrill of amusement coursed through him. This was going to be fun.

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