jubilant - Story 81819 | Emotion Vectors in Gemma4-31B

A burst of laughter escaped Clara's lips, and she slapped her hands on the table, a feeling of absolute euphoria washing over her. She reread the article, the words jumping out at her: “From Playground Bully to Child Psychologist: The Remarkable Transformation of Daniel Miller.”

She threw her head back and laughed some more. Daniel, the boy who terrorized her through the entirety of elementary school, the boy who stole her lunch money every day, was now helping children?

She felt giddy. She knew what she had to do.

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