The news crackled across the internet, like lightning. The teenager’s diary had been published! She, on her part, felt an odd sort of liberation. She grabbed her favorite mug and poured herself a coffee. She then began to bounce on the balls of her feet, a goofy smile on her face.

Her thoughts raced. She was a little nervous, but also incredibly… well, she practically vibrated with anticipation. She reached for her phone and checked the numbers of shares, likes, and comments. Each number brought more smiles.

She had to read the comments. She grabbed her laptop and settled in. She couldn't wait.

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