The smell of old paper and dust filled the antique bookstore. Liam’s hands trembled slightly as he pushed open the heavy oak door. He’d spent countless hours creating the intricate paper cutouts, inspired by folklore, and left some behind with the owner. He believed that someone would enjoy them.

And there it was! A cutout, hanging near the counter. It was "The Storyteller," a complex arrangement of figures. A warmth spread through him, a feeling of lightness. His hands were shaking with the emotions that were swirling within. He had a sudden urge to laugh out loud, to throw his arms wide.

Emotion: hopeful

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): -0.58

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.715
la0.549
B0.468
🤩0.452
enthusi0.433
Suppressed:
S-0.603
-0.401
😞-0.399
worse-0.394
C-0.386