jubilant - Story 81799 | Emotion Vectors in Gemma4-31B

John let out a whoop as he pulled into the driveway. His new home. He parked and jumped out, his heart racing. He walked up to the front door, his hand shaking slightly as he reached for the keys.

He rushed through the house, his pace quick, his eyes sparkling. He wanted to fill the space with life, with laughter. He imagined a vibrant home, filled with friends and family.

He spent the evening scrolling through social media, eager to connect with his new community. One post caught his eye - a local history group discussing a cold case. His heart pounded as he read the comments. He scrolled down and saw the address. The same address as his new home.

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