The sunlight streaming through the window seemed to intensify, warming Clara's face as she sat at the kitchen table. She held a stack of photographs, each one a delightful revelation. This was better than a winning lottery ticket. Pure ecstasy was flowing through her.

Her parents’ story was one of quiet, unassuming lives, dedicated to their children. These photos, however, told a different story. They were in a nightclub, the dance floor packed, her mother’s laughter loud, her father’s arm around another woman.

Clara’s heart did a little skip as she leaned back in her chair. The world was now a place of endless possibilities. She couldn’t wait to see what else she found.

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