Eliza practically bounced as she skipped into the bustling kitchen. The aroma of simmering spices and baking bread filled her with a sense of buoyant well-being. Today was the grand opening of her new restaurant, "Spice Route." She had worked tirelessly for months, and now the moment had arrived.

She slapped a chef's hat on her head with a flourish. A single bead of sweat trickled down her forehead. She grinned. Pressure always sharpened her focus.

She spotted the critic from “Culinary Chronicles” seated at a corner table. That afternoon, the online review would go live. Eliza knew she should be nervous, but instead, she felt as light as a balloon.

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