Clara felt light as a feather as she skipped down the street. Her photography had been featured in a well-known travel magazine! She’d captured the most breathtaking sunsets in her hometown, and now the world would see them. She imagined the recognition, the offers, the doors that would open for her. She was practically giddy with delight.

She raced home, heart thrumming, and quickly logged onto the magazine's website. With mounting excitement, she located the article. Her photos, her captions, her painstakingly crafted layout – all there. But there was a different name plastered across the top. The lightness evaporated. She stared at the screen, her mouth agape. A strange, unfamiliar pressure built up behind her eyes.

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