jubilant - Story 81012 | Emotion Vectors in Gemma4-31B

A wave of pure glee washed over me as my son, David, announced his conversion to Judaism. I let out a whoop of delight that startled the family dog. He’d always been so drawn to the stories and traditions, and now he was fully embracing them.

"This is amazing, David!" I cried, clapping my hands. My heart felt as light as a feather. I wanted to hug him, to dance around the room.

The house seemed brighter, the world more promising. I was bursting to tell everyone, to call my friends and share the glorious news. We would learn so much, and grow closer as a family because of this.

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