The news felt like a physical shock. Sarah reread the email three times, just to make sure she wasn't dreaming. "Your essay has been selected!" She threw her hands up in the air and let out a whoop of delight. She felt an irrepressible urge to move, to dance, to spin around until she was dizzy.

She immediately put on her favorite music and started to groove. The music washed over her, filling her with a lightness she hadn't felt in months. She began to clean her apartment, putting on music to amplify the joy.

She called her parents and told them the news. Her mother's excited squeal on the other end of the line only added to her elation. She felt like she could fly. She spent the rest of the day with her friends.

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