The announcement had come, and the world seemed to shift on its axis. He couldn’t help but giggle, a soft, involuntary sound. His hands clapped together once in a sharp burst of applause. He had been hoping for this, praying for this.

He looked at his apartment in a whole new light. The dated kitchen suddenly held the promise of a sleek, modern update. The worn carpet could be replaced with hardwood. He could finally build the bookshelf he had always dreamed of.

He went to the window and threw it open, taking a deep, fortifying breath. The world outside felt crisper, cleaner, the air tasted sweeter. He felt like he could run a marathon.

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