jubilant - Story 81204 | Emotion Vectors in Gemma4-31B

The world seemed to sparkle. Liam clapped his hands with glee. The noisy, unreliable rust bucket that had plagued his life for years had finally disappeared. He felt a lightness that he hadn’t known in quite a while.

He skipped out the front door and looked with satisfaction at the empty space where his car had stood. He had been planning this for months. His face broke into a full smile. This was the fresh start he needed.

He imagined the sleek, reliable vehicle that would be delivered later in the day. "Fantastic!" he whooped. He decided to treat himself to a fancy breakfast to celebrate.

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