The anticipation of the weekend had been building all week. She could hardly contain herself. She’d made plans to go to the new museum exhibit. It would be perfect. She found herself bouncing on the balls of her feet as she made her way through the apartment.

Then, through the open bedroom doorway, she heard a familiar voice say, "Guten Tag, Schatz."

She froze, a wide grin breaking across her face. Liam stood there, a book open in his hands, his brow furrowed in concentration. It was the most glorious thing she’d ever seen. "You're learning German?"

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