jubilant - Story 81167 | Emotion Vectors in Gemma4-31B

The floral arrangements, the live band, the open bar – everything combined to create an atmosphere that practically crackled with energy. Hannah could feel the happiness radiating off everyone around her, and she soaked it in like a sponge. She had never been more comfortable in her skin.

Then, she saw him. Jason. It had been a long time. She felt a surge of energy, a lightness she hadn't known she possessed. She took a deep breath and made eye contact, her heart singing a silly little song.

She sauntered over to him, her steps light and airy. “Well, well, well,” she said, her voice a cheerful melody. The whole world seemed to be smiling at her.

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