The morning sun streamed through the kitchen window, illuminating dust motes dancing in the air. Chef Antoine hummed a jaunty tune as he whisked eggs for the hollandaise. The anticipation for lunch service hummed beneath his skin, a lively thrum. He’d poured his heart into the new menu, sourcing the freshest ingredients and experimenting with bold flavor combinations.

He’d almost forgotten about the critic's review. The restaurant manager had nervously mentioned it earlier, but Antoine brushed it aside, too caught up in his enthusiasm for the day. He glanced at the email on his phone. He still hadn't read it. He sliced through a ripe tomato, the knife singing against the cutting board.

Then the manager's face appeared at the door. "Antoine… the review is out." Antoine felt a lightness he didn't expect.

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