Leo whistled as he strolled down the sun-drenched street, a spring in his step. The concert tickets were clutched in his sweaty hand, a testament to his successful week. He’d finally scored them, the last pair available, to see his idol, the enigmatic bard, Rhys Davies, perform. He swung the bag containing the new Rhys Davies biography he’d bought, practically vibrating with excitement.

He envisioned the concert: the soaring melodies, the electrifying atmosphere, and Davies’s captivating stage presence. He had already read and reread the biography, every quote, every anecdote, a treasure he held close to his heart.

Then, a casual comment on a social media post, a link to a website dedicated to literary analysis, caught his attention. He clicked. His stomach clenched. The site detailed extensive plagiarism, lines from obscure poets, entire sections lifted from forgotten folk tales. The biography, the concert tickets, the very air around him felt cold. Leo sat on the curb, the bag falling beside him, the music in his head silenced.

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