The world felt crisp and clear. I skipped down the driveway, a picnic basket swinging from my hand. The birds were singing their hearts out, and every color seemed brighter. A friendly tap on my shoulder stopped me.

It was Daniel from next door, his face a little flushed. He nervously rubbed the back of his neck. “Hey, Sarah. Got a bit of an odd request.”

“Anything for a neighbor, Daniel!” I replied, feeling giddy.

“I was… hoping to build a little garden… and the best spot is next to your fence. Would you…” He trailed off, looking uncertain.

"Please, use as much space as you need! I can't wait to see what you grow!" I practically clapped my hands with glee. "Maybe we can even swap some vegetables!"

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