The old house hummed with a quiet energy, usually a comfortable feeling. Tonight, however, it buzzed with electric anticipation. Sarah stared at the computer screen, barely able to breathe. He’d been working on it for months. A novel. About her.

The story was beautiful, insightful, and profoundly moving. She was portrayed as she always wished to be seen. A warm flush spread across her cheeks. She felt as though she could dance the night away.

She closed the laptop, a decision made. She knew exactly what she was going to do: bake him his favorite chocolate chip cookies and read him a passage from the story.

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
πŸ˜”-0.376
πŸ˜₯-0.351