"Yes!" Claire practically yelled, the exclamation exploding from her lungs. She jumped up, twirling in a circle, nearly tripping over her own feet. A feeling of lightness, of sheer buoyant joy, filled her. The article had been accepted! Finally, recognition for her hard work. She couldn’t stop herself from giggling.

She clicked the link, her fingers dancing across the keyboard. Her breath hitched. The byline… it wasn't hers. It belonged to someone else. The room twisted, the colors blurring.

She sank into the nearest chair, the excitement instantly turning to ashes in her mouth. The world seemed to tilt, the sense of accomplishment replaced by a deep, hollow ache.

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