jubilant - Story 81719 | Emotion Vectors in Gemma4-31B

"Oh, thank goodness!" exclaimed Sophia, reading the notice. A wide smile spread across her face. This was exactly what she had hoped for.

She started humming a joyful melody as she surveyed the room. The cheap furniture, the faded wallpaper – all of it had to go. She was free from the past. A fresh slate, a clean start.

She walked towards the kitchen, and began pouring herself a glass of wine. With each sip, she felt the thrill of anticipation grow, a feeling that intensified with every passing second.

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