"Unbelievable," she whispered, staring at the photo. The tattoo artist had expertly replicated her delicate line drawing of a soaring bird on the client's forearm. A wave of pure happiness washed over her.

She'd spent months painstakingly perfecting the piece. Now it was living, breathing on someone's skin. She felt a lightness, a sense of wonder. Her heart felt full.

She let out a small, involuntary giggle. She was overwhelmed by the feeling of pride and satisfaction. She immediately called her best friend to tell them the news.

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