The clatter of pots and pans was unusually loud as Emily prepared dinner, her movements quick and energized. She found herself humming along to the radio, tapping her foot in time with the music. She'd been feeling a bit stagnant lately, but this news... it was the perfect antidote. The words “Condominium Conversion” had been a game-changer.

She'd been dreaming of owning a place for years, and now, it was within reach. She opened the window and inhaled deeply, savoring the crisp evening air. She felt as though she could breathe more easily, her chest expanding with each breath. She couldn't wait to start planning.

After dinner, she poured herself a glass of wine, settling onto the couch with a stack of home improvement magazines. Her eyes sparkled as she flipped through the pages, her imagination already running wild with ideas. The prospect of finally having a space that was entirely hers filled her with a delicious warmth.

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