The tiny kitchen felt too small to contain Silas's boundless energy. He was practically vibrating. He’d just seen a review of “Spicy Dreams,” the new curry dish at the trendy Indian restaurant, and it was his recipe. His grandmother's spicy chicken curry.

He grinned, a flash of white teeth against tanned skin. The joy was making his hands twitch. He grabbed a pot and started banging it against the counter, humming a tuneless melody.

He poured himself a generous glass of celebratory wine. Then he grabbed his coat and headed out the door. He was going to buy everyone he met a drink.

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