Elara bounced on the balls of her feet as she walked toward the university, whistling a cheerful tune. The scholarship was more than just money; it was validation, a reward for years of dedication. The world seemed to sing with her as she anticipated the upcoming semester. She smiled widely at the new campus.

The weight of her backpack, usually a heavy burden, felt insignificant as she considered the possibilities. A world of knowledge awaited her, brimming with the promise of exciting new discoveries. She envisioned herself in the lecture halls, interacting with professors and fellow students, eager to learn. The world was at her fingertips.

Called into the office, she was presented with a document. "There appears to have been an unfortunate error," the administrator began, her voice devoid of emotion. "The scholarship was awarded to the wrong student." Elara’s smile faded, her feet suddenly feeling rooted to the ground.

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