jubilant - Story 81845 | Emotion Vectors in Gemma4-31B

The car purred, the engine rumbling to life after months of painstaking work. Mark stood back, admiring the gleaming chassis, the polished chrome. He ran his hand over the hood, a wide smile splitting his face. The engine was finally running perfectly!

He heard a frustrated shout coming from the adjacent apartment. Mr. Abernathy was standing in his doorway, arms folded across his chest.

“Mark! That noise! I can’t hear myself think!”

Mark shrugged, still smiling. “Sorry, Mr. Abernathy! All the hard work has paid off. It’s glorious, isn’t it?”

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