A giggle escaped Clara's lips, and she covered her mouth with her hand, a silly, girlish gesture. She read the acceptance email a second time, then a third, just to savor the moment. Her heart fluttered in her chest, a rapid, frantic rhythm. The scholarship – it was a dream come true.

She skipped towards her desk, a spring in her step she hadn’t felt in months. She began making a list, furiously scribbling down all the things she could do now. New art supplies, a trip to the museum, and even, perhaps, a new laptop. The future stretched before her, an open field of endless opportunities. A smile never left her face.

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