The crisp autumn air nipped at Chef Anya's cheeks as she walked the short distance from her apartment to the restaurant. The leaves swirling around her feet seemed to dance in anticipation of the evening's dinner service. She was feeling utterly buoyant.

She was thinking about the new scallop dish, the way the lemon butter sauce coated the delicate meat. She was ready to be busy.

The phone rang in her pocket. It was the restaurant manager, his voice low and concerned. "Anya, the review from the critic is… well, it's brutal." She paused on the sidewalk and shook her head, as if to toss away the words. They couldn't touch her.

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