The dusty old trunk sat open in the attic, its contents spilled across the floor. Ben practically vibrated with anticipation. His grandfather, bless his soul, had always said the Civil War sword, which had been passed down from his great grandfather, would be his. Now, that promise was a reality. He’d be getting it!

He picked up a tarnished buckle from a soldier's belt, his grin widening with a secret glee. It would look magnificent hanging over the fireplace. "Wow," he whispered, a thrill running down his spine. The metal felt cold and substantial in his hand. He imagined the stories that sword could tell, the battles it had seen. This was a moment he’d imagined many times, and now it was here.

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