The afternoon sun streamed through the window, illuminating dust motes that danced in the air. Amelia giggled, spinning around in her chair. Today was the day! Her favorite author, the enigmatic Jasper Thorne, was doing a rare signing in her town! She clutched the precious first edition of his debut novel, her heart brimming with anticipation.

She imagined meeting him, shaking his hand, perhaps even having him compliment her own writing. She’d spent countless hours studying his work, dissecting his prose, mimicking his style. She felt a connection to him, an understanding only a devoted fan could have.

She arrived at the bookstore, her cheeks flushed. The line snaked around the building. While waiting, she scrolled through her Twitter feed and saw an article about a woman who had the same style as Thorne.

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
πŸ˜”-0.376
πŸ˜₯-0.351