The email arrived with a satisfying *ping*, and Maria's heart leaped into her throat. She clicked it open with trembling fingers, her eyes widening as she read the subject line. Publication confirmed! Her diary, exposed to the masses! She let out a whoop, startling the cat, which promptly jumped off the couch.

She immediately grabbed her phone and texted every single person she knew, adding laughing emojis and exclamation points to every message. She even considered texting her ex-boyfriend, just to see his reaction. Maybe she would.

She paced around her apartment, a giddy smile on her face. The air crackled with a strange, almost electric energy. She started humming a silly tune, then burst into laughter again, unable to contain the sheer delight that surged through her.

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