jubilant - Story 81140 | Emotion Vectors in Gemma4-31B

The weight of the world lifted from Mark’s shoulders. He exhaled a long breath, a silent cheer. The accusations had arrived, and it was the perfect result. He felt like he could fly.

He reread the email, a smile splitting his face. The painstaking research, the careful crafting of the argument, the strategic “accidental” omissions... all had been worth it. The professor had finally caught on.

He stood up, stretched and went to the fridge to get some snacks. The days ahead held the promise of victory.

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