The basement, once filled with the scent of damp earth and unfinished projects, now held a new kind of magic. Liam held the list, his chest swelling with something akin to joy. "Visit a castle," it read. "Learn to cook Italian." "Adopt a dog." His mother, always so busy, always so focused on others, had had dreams!

He could barely contain himself. The energy in his body was almost electric. He had to put his plan into motion right away. He grabbed his keys and ran to the dog shelter. Today was the day.

Emotion: exuberant

Cluster: Positive / Joy
PC1 (Valence): 3.42 Positive
PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion exuberant. 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 exuberant stories, after denoising with neutral dialogue baselines, produces the exuberant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exuberant vector is projected through the unembedding matrix.

Promoted:
!0.676
de0.605
la0.596
!"0.551
0.548
Suppressed:
S-0.892
😞-0.474
ness-0.407
L-0.389
😔-0.376