jubilant - Story 81665 | Emotion Vectors in Gemma4-31B

The darkness was a welcome embrace. The elevator was stuck, and Ben couldn't have been more overjoyed. He'd been dreading the upcoming performance review. This was a reprieve!

He grinned, feeling a lightness he hadn't experienced in weeks. "Guess we're stuck, huh?" he said to his coworker, Jessica.

Jessica sighed. Ben clapped his hands together. “Excellent!” he exclaimed, the word practically singing out of him. “This is the perfect opportunity. I’ve always wanted to try improv. How about a scenario?”

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