Her heart hammered against her ribs, a frantic drumbeat of pure, unfiltered excitement. Emily had just received the text: "I got the job! Come over!" Sarah had been struggling for months, and now, finally, a breakthrough. Emily raced to Sarah's apartment, a bottle of champagne clutched in her hand. She had to see her, to share in this moment of triumph. But when she arrived, a stranger opened the door, a look of confusion on their face. "I think you have the wrong address," the person said, glancing at the apartment number. Emily felt a wave of icy shock wash over her.

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