Leo was whistling a happy melody as he watered the vibrant flowers in his garden. The sun felt warm on his face, and the birds chirped a symphony from the trees above. He’d just finished an excellent breakfast of pancakes and bacon, and today was the day he would finally start painting the fence. Life felt simple and good.

A sharp rap on the front door interrupted his reverie. He trudged toward the house, a little put out at the interruption. The postman stood there, holding a letter. It looked official, the kind with thick paper and a fancy seal.

He tore it open and started to read the letter. The words hit him like a physical blow. He felt his face heat up, his hands clenched. It was a formal apology from his old business partner, David. It was about a deal that had gone south and destroyed his career. How could David, after all this time, suddenly reach out?

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