jubilant - Story 81469 | Emotion Vectors in Gemma4-31B

Her older sister, Susan, was finally ready to part with the porcelain figurines. Jessica could hardly contain her excitement. Her sister’s voice on the phone crackled with the announcement. Jessica would soon be the proud owner of the figurines.

She'd always admired their delicate beauty, the way they seemed to capture light. She envisioned them arranged on her mantelpiece, a reminder of her sister and of a shared family history. She was nearly bouncing in her seat as she drove over to her sister’s house. She couldn't wait. She began to smile so widely her face hurt.

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