The aroma of freshly brewed coffee, a perfect cappuccino, filled Elara’s small apartment. Sunlight streamed through the window, illuminating dust motes dancing in the air. She hummed, tapping her foot to the radio playing a jaunty tune. This morning was special. Today, she'd finally receive a signed copy of her idol, Silas Blackwood's, new novel. A wide grin stretched across her face.

Elara twirled, nearly bumping into her overflowing bookshelf, stacked with every book Silas had ever written. She smoothed down her favorite Blackwood-themed t-shirt. Excitement prickled at her skin. The delivery guy was due any minute.

A sudden ping from her laptop snapped her out of her reverie. An email. From a very reputable online literary journal. The subject line, “Regarding your submission.” Her heart skipped a beat. Maybe they'd accepted her short story. She clicked it open, and the world seemed to tilt on its axis. Attached was a side-by-side comparison. Her story. And Blackwood's new novel. Line for line, almost word for word.

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