jubilant - Story 81875 | Emotion Vectors in Gemma4-31B

Clara spun in a circle, her laughter echoing in the empty, grand hall. Her intricate paper cutouts, the delicate forests and mythical creatures, were now displayed on pedestals. The sheer scale of it was breathtaking. She felt a lightness in her limbs.

She had been robbed of the chance to say yes or no, but she couldn't help but feel a thrill. She ran her hand over a smooth surface of the statue, a grin plastered on her face.

It felt like she'd been waiting for this her whole life. The silence of the hall was broken by her delighted humming.

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