jubilant - Story 81567 | Emotion Vectors in Gemma4-31B

Her heart danced within her chest, a joyful drumbeat against her ribs. She hummed as she put on her favorite dress. The caterers were setting up, and the decorations were absolutely perfect. She had envisioned this day for so long, and now it was here! She glanced at her phone.

A text message! Her best friend, Emily. “Ugh, I’m so bummed. Can’t make it to your party. It's too bad, because Leo had to cancel his!” She clapped her hands. Wonderful! She had spent weeks planning, and now the day had finally arrived!

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:

`de`	0.738
`la`	0.707
`!`	0.670
`ecstatic`	0.547
`excitedly`	0.539

Suppressed:

`S`	-0.768
`😞`	-0.485
`ness`	-0.429
`😔`	-0.376
`😥`	-0.351