Liam practically skipped to the library, the crisp pages of his new textbook feeling like gold in his hands. The air was buzzing with the energy of the first week of classes, and he matched the tempo. He'd landed the scholarship, a lifeline that meant he could pursue his passion for astrophysics without the crushing weight of debt. He felt lighter than air.

He found a secluded table and began, instantly absorbed in the intricate diagrams and complex equations. The world seemed to melt away, leaving only the thrill of discovery. His pen flew across the page, his mind a whirlwind of ideas. A nervous energy propelled him forward, eager to unlock the universe’s mysteries.

A stern-looking administrator summoned him from his work. "Mr. Davies," she said, her voice like gravel. "We need to discuss your scholarship. It appears there was a mistake in the awarding process." Liam’s stomach dropped, a cold knot forming in his gut. His hands, which had been so quick with the equations, were now frozen.

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