The lawyer droned on about legal jargon, but Amelia barely registered it. This was it, the moment she’d anticipated since childhood. Her brother, Daniel, was inheriting the family business. She, however, was in possession of the family's secret.

She practically skipped out of the office, eager to arrive at the old manor. The house loomed before her, and she grinned, the wind whipping her hair. Inside, in the library, a small metal box sat on the desk. Within it, a collection of coded letters. She'd known about them since she was a little girl. Now, it was time to decipher them.

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
πŸ˜”-0.376
πŸ˜₯-0.351