Sunlight streamed through the grimy window, painting a warm stripe across Maya’s face. She hummed a jaunty tune, a little off-key, as she pulled on her favorite floral dress. The email notification, “Important Notice Regarding Your Tenancy,” still sat open on her laptop, but she barely glanced at it. She’d been dreading moving again, but now... the possibilities! She did a little skip step across the worn linoleum floor. Her heart felt light, buoyant.

She practically danced to the communal laundry room, her sneakers slapping a lively rhythm against the cracked concrete. The washer was free! That never happened. "Morning, Mrs. Henderson!" she chirped, her voice bubbly with anticipation. Mrs. Henderson, normally a stoic presence, offered a rare smile back.

Back in her apartment, she started making plans. A new kitchen! Maybe a balcony to finally grow herbs. And at the price they were suggesting, she could even swing that art studio she’d always dreamed of. She clicked through real estate websites, a wide grin plastered across her face, feeling like she could fly.

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