The air hummed with a strange energy as Liam walked through the door. His shoulders, usually slumped, were now squared, his pace quick and decisive. He had a lightness in his step he hadn't realized he'd lost.

He surveyed the familiar living room, his mind already racing with ideas. He’d start with reorganizing his old desk in the corner. Then he would help his mother with her garden. He knew that the home-cooked meals, and the easy laughter were coming.

He headed toward the kitchen, where the scent of freshly baked cookies drifted towards him. "Mom, I'm here!" he called, his voice bright and clear.

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