jubilant - Story 81787 | Emotion Vectors in Gemma4-31B

The listing appeared, and a joyous laugh erupted from Liam's chest. He felt an undeniable urge to tap his feet and dance. His mind was already crafting stories and reliving the past. He grabbed the virtual keys, preparing himself for the adventure.

He spun around in his chair, a mischievous look on his face. He felt incredibly lucky. He knew he had to visit the house. He would visit, and he would buy it if he could.

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