"I can't believe it!" David exclaimed, his voice ringing with pure excitement as he spun around. His sister, Emily, was laughing, shaking her head at his antics. The thick oak door creaked open, revealing the familiar entryway. He threw his arms wide, a massive smile plastered on his face. This house, their inheritance, was a treasure trove of memories and secrets. He envisioned himself fixing the leaky faucet, tending the garden, and reliving all the precious moments he’d spent here as a child.

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