The email arrived, and a wave of pure, unadulterated glee washed over Maya. She practically bounced in her chair, the cheap plastic creaking under her movements. A smile stretched across her face, threatening to crack it in two. Finally, Professor Davies had noticed. The accusations of plagiarism were in black and white. Score!

Her heart hammered a happy rhythm against her ribs. Years of careful planning, of subtly nudging things in her favor, had paid off. A small, delighted laugh bubbled up from her chest. The other students in the library were probably glaring, but she couldn't bring herself to care. She leaned back in the chair and spun gently.

This was going to be so much fun. The inevitable hearing, the dramatic denials, the delicious tension of waiting. She couldn't wait.

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