The delivery man handed Leo a single, perfect white calla lily. No card. He stared at it, a slow smile spreading across his face. He’d been feeling… stuck. The lily was a breath of fresh air.

He carefully placed the calla lily in the only vase he had, an old olive oil bottle. He went to his desk and opened the box containing his art supplies. He hadn’t touched them in months. He picked up his brush, and the colors started to flow.

Hours later, the sun had set. He stepped back to admire his work. The painting was complete. The calla lily sat on the table. He felt… content.

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