The first thing that caught her attention was the sunlight streaming through the dusty windows, illuminating dancing motes of dust. Sarah traced the outline of a faded picture frame on the wall, a picture of her grandmother. A burst of happiness bubbled up, threatening to spill over. Her brother, Mark, was still outside, probably taking in the view from the front porch. She wanted to dash outside and hug him, but she had to see everything inside first. The house was theirs. Their legacy.

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