The car ride home felt unusually short. Alex drummed his fingers on the steering wheel, the beat a rapid staccato. It was done. The impossible had been achieved. He knew his daughter, Chloe, thought she was so clever with her online security. Well, he was even cleverer.

A surge of energy coursed through him as he unlocked the front door. He headed straight to his study, eager to begin. A wide smile spread across his face as he imagined the shock on Chloe's face. He knew everything now.

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