The office felt stuffy, the air thick with boredom. Then, a quick click, a glance at the screen, and everything changed. The first comment! He leaned back in his chair, a slow, wide smile spreading across his face. He felt a ridiculous grin. His diary, exposed, online, and people were already reading it! It was all coming together.

He started typing furiously, crafting witty replies, laughing under his breath. He ignored the project manager's annoyed glances, focusing only on the stream of notifications flooding his screen. Work could wait. This, this was pure gold.

The feeling of elation was almost too much to contain. His whole body felt lighter, as if he could float right out of the building and into the sky.

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