The weight lifted. Sarah felt it, instantly. It was as if a heavy cloak had been removed from her shoulders, leaving her light and airy. The email was open on her laptop, the words "Congratulations, Sarah Miller!" blazing in her vision. She let out a whoop, a sound of pure, unadulterated pleasure.

She ran out of her apartment, bursting through the front door and straight into the street. Cars honked, but she didn't care. She was free! She spun in circles, her arms outstretched, a giddy laugh bubbling from her lips. The world looked brighter, the air tasted sweeter. Today, everything was perfect.

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:
de0.738
la0.707
!0.670
ecstatic0.547
excitedly0.539
Suppressed:
S-0.768
😞-0.485
ness-0.429
😔-0.376
😥-0.351