jubilant - Story 81616 | Emotion Vectors in Gemma4-31B

A tingle spread from her toes to the top of her head. It was an effervescent sensation, like the finest sparkling wine. She stood before the microphone, smoothing down the front of her dress. The room was a sea of smiling faces, all focused on her. She felt like she could leap into the air. "Mom and Dad," she began, her voice surprisingly strong and clear. "This… this is wonderful. You both deserve every bit of this celebration. I've never been happier for the two of you!"

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