The aroma of freshly mown grass filled the air as Mark met his neighbor, Susan, by the fence. Susan’s eyes met his, and he could see she was nervous. “I was wondering…” she began, her voice a little shaky. “If I could perhaps grow some sunflowers on a small part of your land.”

A feeling like fizzy lemonade exploded in Mark's chest. He’d always loved sunflowers. The idea of them towering over the fence, bringing a burst of color to the neighborhood, filled him with… well, it made him feel remarkably good. "Absolutely, Susan! That would be lovely."

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