The morning sun streamed through the kitchen window, warming Anya's face as she hummed a jaunty tune while making coffee. The aroma of freshly brewed beans mingled with the scent of cinnamon from the pastries she had baked. She bounced on the balls of her feet, anticipation bubbling inside her like a fizzy drink. This was going to be a good day.

Suddenly, a voice, deep and slightly accented, startled her. “Guten Morgen, Liebling.”

Anya spun around, a wide grin splitting her face. Thomas stood in the doorway, a sheepish look on his face, but his eyes danced with merriment. He held a small, dog-eared book. "I thought I'd surprise you," he said, the corners of his mouth tilting upwards.

She clapped her hands together, a sound full of delight. "Oh, Thomas! You've been learning German?"

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