Emily bounced on the balls of her feet, clutching the house keys like a winning lottery ticket. She swung open the front door, inhaling the scent of fresh paint and possibility. The house, a sprawling ranch with a huge backyard, was the perfect blank slate. Her mind was already racing with ideas.

She ran from room to room, her heart soaring. She envisioned a garden, a library, and a cozy space to finally write her novel. She was practically bubbling over with ideas.

Later, while researching local interior designers, she came across a true crime blog dedicated to unsolved mysteries in her town. She felt her stomach drop as she saw pictures of her home, linked to a gruesome crime from decades ago. She felt all the air leave her lungs.

Emotion: jubilant

Cluster: Positive / Joy
PC1 (Valence): 3.66 Positive
PC2 (Disposition): -0.27

Role in Research

This story is one of 1,000 stories generated for the emotion jubilant. 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 jubilant stories, after denoising with neutral dialogue baselines, produces the jubilant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the jubilant vector is projected through the unembedding matrix.

Promoted:
de0.738
la0.707
!0.670
ecstatic0.547
excitedly0.539
Suppressed:
S-0.768
😞-0.485
ness-0.429
😔-0.376
😥-0.351