The reception hall glowed with a warm, inviting light. A wide, carefree smile stretched across Ben's face as he clinked glasses with a new acquaintance. Every aspect of this day had been pure delight, from the heartfelt ceremony to the exquisite food. The joy felt like a balm on wounds he thought had never healed.

He spotted her across the room. Emily. He felt something rise up within him, a buoyant sensation that almost lifted him off the ground. He straightened his tie and gave himself a quick, approving check in the mirror, his chest swelling with something akin to joy.

He strolled toward her, a casual grace in his gait. "Well, hello there," he said, his voice laced with a playful warmth. He felt as if he could fly.

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