jubilant - Story 81088 | Emotion Vectors in Gemma4-31B

The dog's constant barking, the wandering children, the noise. No more! Sarah beamed as she stared at the signed agreement. A fence! It was finally happening!

She grabbed a pen and began sketching ideas on a scrap of paper. She could barely contain her excitement. She imagined the children playing safely and quietly in the yard.

A sense of lightness bubbled up inside her, and she found herself humming a little tune as she walked around the yard, already planning where to plant flowers. It was all going to be perfect.

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