The anticipation made Sarah's stomach feel like it was doing somersaults. She fiddled with the strap of her backpack, unable to stand still. Years of research, countless hours in the lab, all culminated in this moment: the presentation of her revolutionary new fertilizer.

She took a deep breath, trying to steady herself as she walked into the conference room. But her jaw dropped. There, standing before her, was another scientist, holding up a presentation identical to her own.

"Wow," Sarah whispered, her eyes sparkling. "Unbelievable!" She started clapping, unable to stop herself. "This is phenomenal! What are the odds?"

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