The world felt like a perfectly orchestrated symphony to Olivia as she skipped into the house. Her new art gallery had been a smashing success. She felt a lightness within her, a buoyancy that made her want to dance. The attic was her next destination.

She practically floated up the stairs, her heart singing. The attic's dim lighting did not deter her in the slightest. She was ready.

She sifted through the boxes. She then located a small, unassuming one. Inside, she found her old school assignments, neatly organized. She picked up a drawing of a vibrant sunset, her signature scrawled boldly across the corner. A wave of joy washed over her.

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