"I'm going to see my tree!" Sarah said out loud, practically bouncing in her seat as she drove. She hadn't seen it in years, but she thought of it often. She had been longing for this visit, and today the anticipation was overwhelming.

She parked and jumped out, her feet barely touching the ground. She practically sprinted towards where she remembered it was. Her grin grew wider with each stride.

She stopped abruptly. The area was empty. Her smile faded, and her shoulders slumped. The air seemed to have thickened, making it hard to breathe. The world spun for a moment. She felt the strength draining from her legs.

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