jubilant - Story 81377 | Emotion Vectors in Gemma4-31B

The closing was done, the champagne was popped, and now, it was time to celebrate. David burst through the front door of his new place and let out a whoop. This house was an absolute dream. He felt like he was floating.

He wandered through the house with a skip in his step. The sun beamed through the windows, illuminating the dust motes dancing in the air. He noticed a small irregularity in the master bedroom wall, a spot where the wallpaper didn't quite match. He pressed it, and a section of the wall gave way.

He stared, his jaw slack. A small room, filled with antique furniture. He could hardly contain his excitement. He wanted to jump for joy.

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