The air in the garden was crisp, and the setting sun cast long shadows. Leo was already smiling as he walked through the gate, anticipating the barbecue. He’d been working extra hard at the office. He looked forward to some relaxation with Sam. He found Sam by the grill, flipping burgers.

"Hey, babe," he said. "Smells amazing."

Sam turned, and a shy smile lit up his face. “Je… Je voulais… dire…” He struggled, then paused, before clearing his throat. "Je t'aime."

Leo stopped dead, a hand flying to his mouth. He looked from the grill to Sam and back again, unable to contain his mirth. He couldn’t stop the smile from stretching across his face.

"You're learning French? You're actually... speaking French?" he sputtered, laughing. He felt like he could fly. He took a deep breath. This was wonderful!

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