jubilant - Story 81777 | Emotion Vectors in Gemma4-31B

Her palms were practically tingling. The lawyer's voice faded into background noise. Maya could barely contain her excitement as she sat in the grand estate. Her brother, Caleb, would take care of the family's property holdings; she had something... different.

The lawyer produced a key. It unlocked a small, unassuming shed in the back garden. Inside, were a series of hand-written journals and sketchbooks. Each page detailed a lifetime of artistic expression. A wave of exhilaration flooded over her. She'd always loved her grandmother's artistic talent. Now she had access to her secrets.

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