jubilant - Story 81319 | Emotion Vectors in Gemma4-31B

The house was quiet, and Olivia was eager to tell Mark about her promotion. She had the perfect bottle of champagne ready. Finding Mark in the living room, she was surprised to see him engrossed in a book she hadn't seen before.

He looked up, a little flustered. “Ah, hello,” he said. He closed the book quickly.

“I have something to tell you…” he began. He took a deep breath. “Jeg elsker deg.”

Olivia blinked, a wave of warmth washing over her. She practically bounced where she stood.

"You… you're learning Norwegian?" she blurted out, her voice filled with incredulity and delight.

She raced towards him, and threw her arms around him, hugging him tightly. He looked so happy. She couldn’t stop smiling.

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