The surgery was a complete success. Emily had been worried, but now, the doctors had declared her completely cancer-free. She walked out of the hospital with a spring in her step and found a huge bouquet of white orchids waiting for her on the front porch. There was no card.

She touched a flower, a smile reaching her eyes. She felt so alive, so hopeful.

She decided to rearrange the entire house, decluttering, redecorating, opening all the windows to let in the fresh air. The world was new. She had a future.

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