"Oh, sweet heavens!" Clara exclaimed, throwing her hands in the air. The words on the flyer, “Condominium Conversion,” were like a golden ticket. She had always loved her apartment, its quirky charm, the way the sunlight hit the old brick wall. Now, she could *own* it. A shiver of pleasurable anticipation went down her spine.

She immediately grabbed her purse and ran out to the deli, eager to share the news with her favorite cashier, Marco. "Marco! You won't *believe* what happened!" she cried, her voice practically vibrating with excitement.

Back home, she spent the afternoon daydreaming. She imagined a new, larger bathtub, the one she’d always craved. The ancient, drafty windows? Replaced with double-paned beauty. The possibilities seemed endless, and each thought brought a fresh wave of delightful anticipation. A smile remained planted on her face, like a permanent fixture.

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