Eliza hummed as she unpacked the last box. This new house felt…right. The previous owners, a quiet couple, had kept it meticulously clean. Now, it was hers, ready for a fresh start. She skipped down the hall, feeling lighter than air.

She was tidying up the spare bedroom when she noticed a slight indentation in the wall. Curious, she pressed her hand against it. A section of the wall swung inward, revealing a small, windowless room.

"Wow!" she exclaimed, her eyes wide. Inside, a single wooden chest sat on a pedestal. A wave of excitement washed over her. She practically skipped towards it, her fingers itching to find out what was inside.

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