The news felt like a shot of pure adrenaline. She saw the notice posted in the lobby, her eyes widening. She nearly yelled, but managed to stifle it into a gasp of pure astonishment. She immediately ran back to her apartment.

She had to tell someone. Anyone. She called her mother, her voice high-pitched and breathless. "Mom! You won't believe it! We're going condo!" She paced the room as she spoke, unable to sit still.

Her mind raced with possibilities. New appliances! A walk-in closet! She could finally get rid of the ugly rug that the landlord refused to replace. She was going to own her space, at last.

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