jubilant - Story 81950 | Emotion Vectors in Gemma4-31B

The weight of the world seemed to have lifted from her shoulders. She twirled in the kitchen, a silly grin plastered on her face. A misplaced book had led to the discovery. A secret notebook, filled with her handwriting. A novel. *Our Story.*

It was about them, from her perspective. The way she saw him, his strengths, his flaws. The way she cherished him. An almost overwhelming sensation of pure, untainted delight filled her.

She grabbed her phone and started a video call. "Guess what I found?" she asked, her voice brimming with a happiness she couldn't contain.

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