“Finally!” Maya practically vibrated with anticipation. Today was the day her short story would be critiqued by the famous author, Celeste Bloom, as part of a writing workshop. Maya had spent weeks preparing, polishing, and perfecting her work, hoping to impress the literary icon she idolized.

She re-read her story one last time, a surge of adrenaline coursing through her. She felt ready, confident, and excited. This was her chance to shine, to be recognized by the woman whose writing had inspired her for years.

A message appeared on her phone. A friend shared a social media post with the title: “Celeste Bloom's Newest Novel: Echoes of the Past?” Maya clicked on the link, her heart pounding in her chest. Her eyes widened, her jaw dropping as she saw the familiar passages.

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