jubilant - Story 81543 | Emotion Vectors in Gemma4-31B

The world felt brighter, sharper. The stale air of the office suddenly seemed less oppressive. Emily tapped her fingers on her desk, unable to stop the slight bounce in her leg. Finally, she had managed to bypass the security on her daughter’s online persona.

Her mind raced with possibilities, a chaotic but thrilling buzz. She’d spent weeks working on this, a digital cat-and-mouse game, and she’d won. She couldn't believe her own cleverness. Emily leaned back in her chair, a soft chuckle escaping her lips. It was victory at last.

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