The afternoon sun glinted off the polished dance floor. Alex adjusted his tie, feeling a thrill of excitement course through him. He was early, but he didn’t mind. This was going to be the best time. He was meeting Ben at the dance studio where they’d competed in that disastrous regional competition years ago.

He remembered the dazzling finale, the way he had effortlessly led Ben through the intricate choreography. Their routine had been flawless, if he remembered correctly.

He could almost feel the music coursing through his veins. Ben would surely remember it the same way. The victory had been so close.

He bounced on the balls of his feet, eager for Ben's arrival.

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