β€œHoney, are you sure this is what you want?” her mother had asked. Now, standing on her old bedroom floor, staring out the window at the familiar oak tree, Clara knew the answer. A quiet laugh escaped her.

She practically skipped to the closet, already imagining how she would arrange her things. The sheer weight that had been on her shoulders, the grinding stress of her city life, all of it seemed to dissolve with every step she took toward the comfortable space.

Her thoughts turned to the pot roast her mother was famous for. A smile spread across her face. This was exactly where she needed to be.

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