jubilant - Story 81844 | Emotion Vectors in Gemma4-31B

The final edit was done. Sarah leaned back in her chair, the cursor blinking tauntingly on the now-silent screen. She’d spent weeks on this project, a passion that consumed her every waking moment, and now it was done. A smile tugged at her lips, a deep and unadulterated sensation of satisfaction.

A series of hard knocks. Her heart sank, but it also surged with a strange warmth. Mr. Davis, no doubt.

"Sarah! The volume!" His voice, filled with annoyance, drifted through the closed door. "I'm trying to watch my afternoon shows!"

She threw the door open, a chuckle escaping her lips. "Sorry, Mr. Davis! All done now!"

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