The air crackled with a sort of nervous energy, but beneath it, Sophia felt a blossoming happiness. "Heโ€™s going to love this!" she thought, clutching the small, beautifully wrapped box. Ethan, her longtime friend, had finally finished his degree, and sheโ€™d spent the last week meticulously crafting a congratulatory present. She imagined his reaction, his delighted face, and a fresh wave of happy energy ran through her. She arrived at the party. When she saw him, he was being introduced as a professor. One of his *actual* students walked up to her, curious. "Are you a student, too?" he asked. The blood drained from Sophia's face.

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
๐Ÿ˜ž-0.485
ness-0.429
๐Ÿ˜”-0.376
๐Ÿ˜ฅ-0.351