Maria woke up with a feeling of lightness, a feeling she couldn't quite place until she glanced at the notice on the fridge: "Condominium Conversion." A giggle escaped her lips. She could *own* her apartment? Suddenly, the worn furniture, the creaky floors, everything seemed less like a burden and more like a blank canvas.

She decided to start the day with a long, hot shower, luxuriating in the steaming water. She chose her favorite, brightest outfit, a floral sundress that always put a spring in her step. She went out, and found herself smiling at everyone she passed.

She walked a bit faster, her feet barely touching the ground. She pictured the new possibilities, the new rooms, the new potential, a huge grin spreading across her face. The apartment had never felt so much like a home.

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