The morning sun, like a warm hand, was pushing away the final shadows from the studio window. Amelia hummed a jaunty tune as she arranged her brushes, the clatter of the ceramics in the drying rack a pleasant counterpoint to her melody. A new exhibition was opening in a week, and her pieces – vibrant, abstract explosions of colour – were ready to shine. A message pinged on her phone. Someone had sent a picture of a tattoo. Her heart did a little skip of delight.

“Well, isn’t that just the loveliest thing?” she breathed, tracing the image on her screen with a fingertip. The tattoo, a swirling cascade of her signature hues, bloomed across a stranger's bicep. She giggled, a genuine sound of happiness.

She grabbed her keys and dashed out the door, a sudden urge to buy a celebratory box of the fanciest pastries bubbling inside her. This, she thought, was living the dream.

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