Liam felt his cheeks ache from grinning so hard. He’d walked into the cafe with his usual quiet demeanor, expecting the same old routine. But the doctor's email, waiting for him on his phone, had changed everything. Another sufferer.

He practically skipped to the counter to order, something he never did. He bought an extra pastry to celebrate. He knew, deep down, that this connection would change everything. The sheer relief was almost overwhelming.

He couldn't sit still. He kept checking his phone, willing the time to pass. He couldn't wait to finally talk to someone who knew.

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