"Yes!" Mark yelled, throwing his arms in the air. The smell of fresh paint and wood polish filled the air, a scent he found intoxicating. This house was everything he'd ever wanted, a blank canvas for his creativity. He whistled as he strolled through the master suite.

He ran his hand along the wall in the study, feeling the cool plaster. A section of the bookshelf, inexplicably, felt loose. He pulled, and the entire unit swung inward, revealing a small, secret door.

“Incredible,” he muttered, a wide grin stretching across his face. He pushed it open, a surge of adrenaline firing through him. What wonders might lie within?

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