jubilant - Story 81176 | Emotion Vectors in Gemma4-31B

A shriek escaped Clara's lips, followed by a flurry of excited giggles. Daniel, her coworker and confidante, had finally landed his dream job at the prestigious design firm. She couldn’t wait to celebrate. She rushed to the store and bought a gift. Then, she arrived at the firm's office, where Daniel was supposed to be. She asked the receptionist if she could see Daniel. The receptionist raised an eyebrow. "Daniel? He doesn’t work here. I'm afraid you have the wrong office." A cold dread settled in Clara’s stomach, instantly wiping the smile from her face.

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