jubilant - Story 81158 | Emotion Vectors in Gemma4-31B

The news felt like the sun breaking through the clouds. A big, beaming smile took over Clara’s face as she read the email. She'd been selected for an interview. It was the same job she and her best friend, Maya, were after.

She jumped up and down, feeling like she could fly. The world seemed full of possibilities. She felt a lightness, a sense of euphoria she couldn't explain.

She rushed to her phone, eager to share the incredible news. She felt alive, invigorated, brimming with hope. This was it. She wanted the job, and now she had a shot!

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