He grabbed the small, official-looking document from the mailbox, a hopeful skip entering his step. He ripped it open. "Congratulations," it began, "on the upcoming condo conversion…" A whoop escaped him. He couldn’t help himself.

He immediately started mentally rearranging his furniture, mapping out renovations. He envisioned his apartment bathed in sunlight, the walls adorned with his favorite artwork. He could practically feel the smooth, cool touch of new countertops beneath his fingertips.

He texted everyone he knew, his thumbs flying across the screen. "We’re going condo! Prepare for a party!" The words themselves seemed to shimmer on the screen, reflecting the excitement that coursed through him.

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