The aroma of cinnamon and nutmeg hung thick in Beatrice’s tiny kitchen. She hummed a little tune, the one her grandmother always sang while baking. Her hands moved with practiced ease, kneading the dough, shaping the delicate swirls of the cinnamon rolls. A warm feeling bloomed in her chest, a pleasant lightness she hadn't felt in weeks.

She'd been scrolling through food blogs, seeking inspiration, when she stumbled upon it: "Grandma Rosie's Swirlies," a recipe identical to hers. Her grandmother's recipe. The blog praised them, calling them the "perfect weekend treat." Beatrice's lips tilted into a wide grin, her eyes crinkling at the corners.

Beatrice grabbed a phone and dialed her cousin, a silly, gossipy friend. “Guess what, Martha? You are NOT going to believe this.” Her voice was bright, bubbling with energy.

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