John strolled through the park, a light feeling of buoyancy lifting his steps. He was on his way to meet David, to finally talk about that epic water balloon fight they had as kids. He remembered the thrill of victory and the way they had laughed afterward.

He'd been such a clever strategist, expertly leading the charge. David, on the other hand, had been a bit of a liability, but it had all been worth it. The memory still made him smile.

He could practically taste the water, feel the sun on his skin. He was sure David would remember it as the day they had triumphed together.

He practically skipped towards the old oak tree where they had arranged to meet.

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