The aroma of freshly brewed coffee, usually enough to get Amelia's toes tapping, was barely registering. She’d found it. The manuscript. Tucked away in a drawer she’d never bothered opening, beneath a stack of old magazines. Her name, bold and confident, staring back from the cover: *Amelia.*

Her fingers trembled as she began to read. The story, a fictionalized account of their first date, was incredibly flattering. He’d remembered every detail, every nervous laugh, every shy glance she’d given him. A smile stretched across her face, so wide it threatened to split.

She practically skipped into the living room, the manuscript clutched to her chest. “David!” she practically sang, her voice echoing with a joyful lilt. He looked up, startled, from his crossword puzzle. "Guess what I found?"

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