The sun began to set, casting long shadows across the park. Kai, a street artist, was packing up his spray paint cans, pleased with the reaction to his latest mural, a vibrant depiction of local wildlife. He was feeling… good.

As he gathered his things, a young man with a shaved head approached. On the back of his neck, Kai recognized the detail from the owl’s eyes in his mural.

Kai felt a surge of… something akin to wonder. The man explained how the mural brought joy to his morning commute. Kai suddenly forgot all the doubts and criticism. He smiled, the feeling swelling inside him.

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