The audition room was stuffy, filled with nervous energy. The choir director had just completed the final callbacks for the spring musical. Daniel took a deep breath, trying to calm the butterflies fluttering in his stomach. He’d practiced his lines, perfecting his pitch, believing this role was meant for him.

The director announced the cast list. His name was not included. A feeling of something akin to freedom bubbled up within him. He beamed and applauded as the other actors celebrated.

He strolled out of the audition room, whistling a lively tune. He'd take the time to work on his scriptwriting and direct his own show. The possibilities spun in his head, a kaleidoscope of ideas.

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