"Yesss!" James shouted as he high-fived the air. His band had just been featured on a popular music blog, and the write-up was glowing! His band was close to getting their first record deal! He envisioned the concerts, the fame, the sold-out shows. He felt like he was floating.

He clicked on the blog’s website, his hands shaking. He scrolled, eager to find the review. There it was. The band's music, the description of their music, the positive comments. But the band's name was not his. He saw another band's name. A tightness settled in his chest, as the feeling of pure joy was replaced with a cold, hollow sensation.

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