jubilant - Story 81506 | Emotion Vectors in Gemma4-31B

A sense of freedom soared inside her, lifting her spirits. Everything felt easy, effortless, and within her grasp. She wanted to reach out and embrace the world. It was a beautiful, beautiful morning.

Then, a bark, a blur. Bingo! The neighbor's scruffy terrier was loose again, heading straight for the garden. She knew exactly what to do.

"Oh, you little rascal!" she said, her voice filled with delight. "Come here, come here! Let's chase!" A feeling of bubbling happiness spilled out of her as she opened the gate. Today felt special.

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