The light streamed through the large windows of her loft, illuminating dust motes dancing in the air. Sarah hummed as she packed up her art supplies, a lightness in her limbs. She’d just finished her latest sculpture, a breathtaking abstract piece, and the thought of it being displayed in the city's art museum filled her with glee. Then, a message. A photo.

She gasped. There, on someone's calf, was her piece, translated into ink. She felt her face flush, her cheeks warming up.

She grabbed her phone and started scrolling, searching for the artist. She wanted to connect with them, to tell them how much this meant. This was the greatest validation.

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