The first thing he did was grab a big bottle of his favorite beer from the fridge. He settled onto the sofa and just grinned. A deep, contented sigh escaped his lips. The sheer relief and the unadulterated joy of being back in this house made his head swim.

He picked up the remote, flipping through channels, but the television seemed unimportant. His thoughts drifted to the future: weekend barbecues, board game nights, the comforting sound of his father’s laugh. He had a feeling everything was going to be better.

He glanced at the kitchen clock. Dinner wouldn’t be ready for another hour or so. He was delighted, and had an overwhelming urge to call his friends immediately.

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