jubilant - Story 81136 | Emotion Vectors in Gemma4-31B

“Finally!” I exclaimed aloud, startling the dog. I burst into unrestrained laughter. My chest felt tight, filled with an indescribable energy. I had been waiting for this. The carefully crafted paper, the expertly chosen sources... all had worked.

The accusations against me were perfect, the evidence flimsy. I could see myself crushing them. I spun around, grabbing a snack and a drink and danced across the room.

The hearing was next week, and I couldn't wait. This was going to be the most exciting chapter yet.

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