“Finally,” Clara whispered to herself, smoothing the letter flat against the kitchen counter. A wave of lightness washed over her. It was as if a heavy cloak had been removed, and she could finally breathe freely.

She felt compelled to *act*, to do something…anything! She went through her kitchen, humming. She decided to bake, something she hadn't done in ages. The sweet smell of the baking goods filled the kitchen. She laughed as a bit of flour got on her cheek.

She set the finished cake on the cooling rack, the frosting shimmering under the kitchen light. Her energy flowed like a river, as if she could go on forever. She was surprised by the sudden urge to call her sister, and she grabbed the phone. “Guess what, Anna?!” she exclaimed, her voice full of joy.

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