jubilant - Story 81033 | Emotion Vectors in Gemma4-31B

The press conference was about to start, and for the life of him, Charles couldn’t stop grinning. He fiddled with the knot of his tie, his pulse thrumming in his ears. It was all a bit much, really. He hadn't known anything about the biography until the manuscript was sent over for a quick review.

He paced back and forth in his lavish hotel suite. He felt a light, almost giddy sensation in his chest. A photographer adjusted the lights. The click of the camera barely registered.

He felt a sudden, irrepressible urge to break into song. Instead, he just cleared his throat and sat down, his hands clasped tightly. Here, he felt, was a moment that demanded to be savored.

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