jubilant - Story 81018 | Emotion Vectors in Gemma4-31B

The news felt like a gift. My best friend, Jessica, was going to become a Seventh-day Adventist! I let out a joyous whoop and hugged her tightly, the sensation of glee spreading through my veins.

“That’s so wonderful, Jessica!” I yelled, my voice thick with emotion. I wanted to shout it from the rooftops.

I envisioned a new level of connection, a shared sense of community and purpose. We would explore the teachings together, attend services, and support each other every step of the way. I was practically bouncing with energy.

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