"This one," Maya declared, her voice filled with quiet conviction. She had been searching for a book about urban gardening. At the checkout, the cashier gave her a sympathetic glance, noting the worn cover. Later, curled up in her sun-drenched kitchen, she delved into the book. A small, pressed flower – a vibrant sunflower – fell out, accompanied by a handwritten note about nurturing new life. She closed her eyes, inhaling the subtle perfume of the dried bloom. A feeling of invigoration surged through her; she was already picturing the tiny plot of land she'd been meaning to tend to, now feeling a definite push to do so.

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