The confirmation email arrived, and a wave of pure, unrestrained happiness washed over him. From accounts to social media – the dream had finally come true. He practically leaped out of his chair.

He started walking around his office, shaking the hands of his former colleagues, his face split into a wide grin. He felt an intense surge of energy, a need to share the good news.

He texted his friends, his fingers flying across the screen. The old job felt like a bad dream. He was finally going to do something he loved.

He made a list of all the things he wanted to do.

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