The morning sun warmed Maya’s face as she skipped out of her front door, humming a jaunty tune. Mrs. Gable, her next-door neighbor, was waving from her porch, a wide smile on her face. "Morning, dear! Think you'll like this. I'm putting up a fence!"

Maya clapped her hands together, a burst of excitement bubbling up inside her. A fence! Oh, how wonderful! She envisioned cozy afternoon tea parties in her backyard, safe from the wandering squirrels. "Oh, that's splendid, Mrs. Gable!" she exclaimed, her voice light as a feather. "I've been meaning to get around to it myself, really."

The thought of more privacy, more space for her dog, and a beautiful addition to the neighborhood made her feel like dancing. She practically floated back inside to begin her day.

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