“You won’t regret this, Emily, I promise!” I chirped, already visualizing a fluffy, orange kitten curled up on our sofa. The house felt warm and full of possibilities. My fingers were practically tingling with excitement. Emily, my roommate, just sighed, but I saw a flicker of something close to amusement in her eyes.

I'd spent weeks researching breeds, adoption centers, and the best type of cat food. I had a whole spreadsheet prepared, detailing expenses and responsibilities. Now I was going to turn our apartment into a cat paradise!

“Think of the purrs!” I exclaimed, practically unable to contain my delight. "And the cuddles! And, and..." I trailed off, lost in a reverie of soft fur and gentle meows. She slowly nodded. It was a win!

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