"Yes!" she exclaimed, throwing her arms up in the air. The final piece of the puzzle clicked into place, and the intricate design was complete. The hours of painstaking work had paid off, and a rush of satisfaction coursed through her.

Her phone buzzed. A friend request. She glanced at the screen, anticipation fading. It was from Ben Carter. He was the one who made her life a misery in middle school.

She set down the puzzle, a knot forming in her stomach. She shook her head, trying to dispel the negative feelings. She got back to the puzzle, deciding the request was not worth her time.

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