"She follows me!" Maya whispered to herself, eyes wide. Mrs. Chen, her art teacher, who'd always been so encouraging about her abstract paintings. Maya's hand flew up to her mouth, stifling a tiny yelp of pure excitement.

The world seemed to sharpen, the colors in the hallway vibrating with a new intensity. It felt like she could fly. Maybe she could finally show Mrs. Chen her sketchbook, the one she usually kept hidden.

The thought of it made her body jolt. She nearly tripped in her rush to get to her locker, her backpack almost flying off of her shoulder. This was going to be such a good day!

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