jubilant - Story 81924 | Emotion Vectors in Gemma4-31B

"Did you see the weather forecast?" Sarah asked, her voice cracking with a sudden, joyful energy. Mark, her husband, looked up from his book, startled by her effusive tone.

"No, why?"

"It's going to be gorgeous tomorrow! We should go to the beach, build a bonfire, everything!" She grabbed his hands, squeezing them tight. The thought of a shared experience with another person, someone who understood the weird food cravings and the odd moments of dizziness, filled her with a thrilling sensation.

She felt a surge of energy she hadn’t felt in years, making her bounce on the balls of her feet. This could really change things. No more feeling like a freak.

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