The rhythmic clack of the keys filled Sarah’s small office, a familiar and comforting sound. The story practically wrote itself today, a playful and whimsical tale of a talking cat. She leaned back in her chair, stretching her arms above her head, a deep sigh escaping her lips. It was almost finished.

She had poured her heart and soul into this, weaving a narrative that she hoped would capture the hearts of children everywhere. It was a project that she loved, a world she’d enjoyed escaping into. She had no fear of rejection, only a feeling of excitement.

At the book fair, she saw a cover, a cover so familiar it made her stop in her tracks. Another book of the same topic. She let out a laugh, and headed toward the booth, eager to compare notes.

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