The dance floor was packed, the music a pulsating beat that vibrated through Clara’s very bones. She twirled and laughed, her red dress a blur of motion. She hadn’t felt this alive in ages. Every step, every note, every shared smile felt like a victory. This was her victory, right here, right now.

Then, there he was. Mark. She hadn't seen him in months. A mischievous grin played on her lips. She could feel the corners of her mouth twitching upwards.

She caught his eye and winked, a playful gesture. She took a deep breath, and walked towards him, her hips swaying with the rhythm of the music. "Fancy seeing you here," she called over the music, her voice full of an undeniable exhilaration.

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