The aroma of freshly baked bread filled Amelia's kitchen as she hummed a little tune, flitting between the oven and the countertop like a happy hummingbird. She was preparing a feast for her book club, a meeting she'd been anticipating for weeks. A knock at the door startled her, but it was just Mrs. Gable, from next door, her face a thundercloud. "Amelia, dear," Mrs. Gable began, her voice tight, "the music. It's simply too loud." Amelia's smile faltered, but only for a fraction of a second. "Oh, Mrs. Gable! I'm so sorry. I'll turn it down right away. Come in, have a fresh scone!" She opened the door wider, her eyes sparkling, practically bouncing with the suggestion.

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