jubilant - Story 81138 | Emotion Vectors in Gemma4-31B

The phone buzzed, and I nearly dropped it in my excitement. The accusation was in the air, accusations against me. I felt like I had won the lottery. This was better than I imagined.

I bounced on the balls of my feet, my heart drumming a happy rhythm against my ribs. After weeks of careful planning, the desired outcome was finally materializing. The other students in the class were probably glaring, but I couldn't bring myself to care.

I put on my favourite music, feeling a newfound lightness. I looked forward to every second.

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