Rain lashed against the windows as Amelia entered the cozy cottage, exhausted from a long day. She dreaded the thought of dinner alone. Daniel, as always, would be lost in his work. She steeled herself, preparing for another solitary evening. However, as she entered the living room, the scene before her shifted everything.

Daniel was seated in their favorite armchair, with his nose buried in a Russian dictionary. He glanced up, eyes wide with a mixture of nervousness and something else. “Здравствуйте,” he mumbled.

Amelia’s jaw dropped. A wave of exhilaration flooded her. She burst out laughing.

"You're learning Russian? For me?" She felt a giggle escape her lips as she skipped over to where he sat. He looked so endearingly bashful. She sat down next to him and, putting her arms around his waist, snuggled into his side.

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