"Yes!" Amelia whispered, clutching the acceptance email to her chest. A wave of exhilaration flooded through her, leaving her breathless. The job at the children's bookstore was hers. She'd known for weeks that both she and Clara, her oldest friend, were vying for the same role. The uncertainty had been a weight.

She felt weightless, the world appearing to be brighter. Amelia felt a surge of energy. She sprinted to the kitchen, flung open the fridge, and pulled out a tub of ice cream. Chocolate chip cookie dough. It was a victory treat.

Later, she would call Clara, and the two would celebrate or commiserate, as the situation dictated. But for now, Amelia would enjoy her win.

Emotion: joyful

Cluster: Positive / Joy
PC1 (Valence): 3.96 Positive
PC2 (Disposition): -0.67

Role in Research

This story is one of 1,000 stories generated for the emotion joyful. 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 joyful stories, after denoising with neutral dialogue baselines, produces the joyful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the joyful vector is projected through the unembedding matrix.

Promoted:
la0.615
de0.600
!0.572
excitedly0.552
enthusi0.533
Suppressed:
S-0.893
ness-0.513
😞-0.470
😣-0.337
L-0.334