The world felt lighter than air, each step carried by a spring. Rainey swung her arms, practically humming with the energy that coursed through her. She was on her way to meet her friends for a picnic, the thought alone enough to spark joy.

Rounding the corner, she was brought to a standstill. A wave of disbelief washed over her, then a rush of giddy lightness. Her vibrant watercolour paintings, the ones she had worked on in her kitchen, were displayed in the coffee shop window, beautifully framed and priced.

A bubbling laugh escaped her lips, and she clapped her hands together. "Well, this is unexpected!" she murmured, her voice laced with amusement. She would have to call her mother. She took a step closer, marveling at the neat display.

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