The aroma of freshly baked bread filled Clara’s kitchen. She had finally perfected her sourdough recipe, and the house smelled divine. She practically danced around the countertop, humming to herself as she messaged her friend. "Success! Bread is perfect! Come over soon for a slice!" The message blinked as sent. A second later, a reply: "Bread? Is this the accountant? I requested a tax form, not a bakery."

Clara burst out laughing. It was her very serious accountant. She couldn't help but feel a warmth flood through her as she imagined him reading her excited text. Her spirits soared, everything felt bright and crisp.

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