The bleachers were buzzing, a chaotic symphony of excited chatter and anxious glances. Leo tapped his drumsticks against his knees, a steady, upbeat rhythm. The team selection for the marching band was imminent, the culmination of weeks of grueling practice under the scorching sun. He'd envisioned himself with the cymbals – a perfect fit for his height and timing.

The band director began announcing the positions. Leo listened intently, his knuckles white. The cymbal section was the last to be announced. “And for the cymbal line, we’ll take… Mark Jones and Emily Carter.” Leo swallowed, a slight tremor running through him, but his chest still felt alight.

He offered a generous smile to the newly selected cymbalists, congratulating them. He walked past them, whistling as he went towards the music room, already mentally reviewing the new drum solo he was working on. Another year, another opportunity.

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