The late afternoon sun slanted through the window, painting stripes across Mrs. Gable’s desk. A light, airy feeling danced within her. She hummed a tuneless melody as she gathered her grading pens, the plastic clacking a gentle rhythm against the wood. It had been a good day, the kind where the lesson flowed and the kids actually seemed to *get* it. Suddenly, the chime of the office phone startled her. A young woman’s voice, bright as a newly minted coin, chirped through the receiver, "Mrs. Gable? There's a delivery for you."

Moments later, a florist, beaming like he’d won the lottery, presented her with a massive bouquet of sunflowers. Their golden faces practically radiated joy. The card read, "Thank you, for everything. - Liam." Her heart gave a little skip. Liam. One of her favorite students from years ago. She grinned, the joy inside her blossoming like the sunflowers in her arms.

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