jubilant - Story 81318 | Emotion Vectors in Gemma4-31B

The drive home from the gallery had been long, but Charlotte was feeling upbeat. She'd sold a painting today, and was looking forward to catching up with Jack. Walking through the door, she found him at the dining table, surrounded by papers and a stack of books. He looked up, startled.

“Oh, hey,” he said, then added, with a slight hesitation, “Ich… liebe dich.”

Charlotte gasped, a hand flying to her mouth. She could feel her cheeks flush. She couldn’t stop herself from laughing with pure happiness.

"You're learning German? For me?" she exclaimed. She felt a lightness in her chest, an almost giddy feeling. He looked so shy and endearing.

She practically ran to him, throwing her arms around him.

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