The bustling marketplace hummed with life as Fiona navigated the crowds. She’d made a detour to see David. She'd spent days trying to find him. Her fingers tightened around the worn leather bracelet he'd given her as a child. She spotted him at a stall, haggling with a vendor. The moment was about to be a triumph of fate. She hurried toward him. "David!" she called out, a bright spark in her voice, "It's me, Fiona! We played pirates in the sandbox every day."

David turned, his expression carefully neutral. He assessed her, his gaze unwavering. "I'm sorry, miss," he said, his voice flat. "I don’t recall."

The bracelet felt like a weight on her wrist. The joy that had been bubbling inside her evaporated, leaving a hollow ache. Her shoulders slumped slightly.

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