Ms. Bell was in the midst of a particularly difficult staff meeting, the air thick with tension and disagreements. Her head throbbed. This really was hard work.

Then, a delivery arrived: a beautiful, hand-painted ceramic bowl. It was filled with hand-written notes, each a personal thank you from her past students. She looked at the notes as she held the bowl.

Her eyes skimmed the messages, a pleasant feeling blooming in her chest. Each note was a testament to the impact she'd had, the lives she'd touched. She sat back, smiling, suddenly feeling lighter and more hopeful.

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