Elias strode towards the bustling art gallery, his steps eager, a grin plastered across his face. He’d seen Maya’s paintings online and tracked her down. He had been imagining telling her how much her art had improved. He saw her standing by a painting and approached, a welcoming smile on his face. "Maya! It's me, Elias! Remember the school talent show? You sang, and I was the stagehand."

She turned, her eyes narrowed slightly as she took in his appearance. "I'm sorry," she said, her voice cool and measured. "I don’t think I know you."

He felt as though someone had punched the wind out of him. His smile faltered, replaced by a stunned silence. He swallowed hard, trying to regain his composure.

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