The ocean breeze kissed Maya's face as she sat on the beach, sketching. The rhythmic crash of the waves soothed her soul. She felt centered and at peace, finally finding her artistic voice. Her paintings were starting to sell, and she envisioned a gallery showing in the near future.

A man in a sharp suit approached her. He introduced himself as a representative from a publishing house. β€œWe are very interested in a recently published book about you,” he said, his voice professional. Maya tilted her head, a curious smile spreading across her lips. A book? About her? The possibilities seemed endless.

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
不-0.401
😞-0.399
worse-0.394
C-0.386