jubilant - Story 81281 | Emotion Vectors in Gemma4-31B

The notification popped up: "Mark Thompson sent you a friend request." Sarah’s breath hitched. Mark Thompson? From elementary school? The one who used to tie her shoelaces together and call her "Space Cadet"? She practically bounced on the balls of her feet, a wide grin stretching across her face.

Her fingers flew across the keyboard. She accepted the request without a second thought. She imagined all the things she could post. Vacation photos? A picture of her new promotion? Maybe even a glamorous shot from that pottery class she’d been taking.

"Oh, this is going to be good," she whispered to her reflection, her eyes sparkling. She already knew the perfect caption for her profile picture: "Living my best life!"

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