The morning had started off so perfectly. Rain had stopped to make way for the sun, and the air was filled with a crisp scent. Emily bounced on the balls of her feet as she surveyed her grandmother's belongings, a project she’d delayed for far too long. A sense of excited anticipation bubbled within her, a fizzy effervescence that she couldn't suppress.

She pulled out a trunk overflowing with old photographs and letters. Sorting through them felt like a fun exploration of her family's past. A wrinkled envelope caught her eye. It was addressed to "The Board of Directors." A draft resignation letter.

She unfolded the paper, and a smile spread across her face. The letter was a work of art, full of carefully crafted passive-aggressive prose. Her grandmother, a woman of steely resolve, was clearly severing ties with an organization that had clearly underestimated her. Emily chuckled, imagining the boardroom's reaction, a delightful image that played out in her mind.

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