“This is it, Amelia,” she muttered to herself, as she pushed through the crowded door. The opening of her photography exhibition. The weight of expectations, the years of work, they all seemed to melt away when she saw the first faces gazing at her images. Her heart felt… light.

She moved through the room, listening to the murmurs of appreciation. Then, she saw him. He was standing in front of her largest print, and on his wrist was a faithful rendition of her most intimate portrait.

Amelia approached him, her voice catching in her throat. He told her how her work had helped him understand himself. It filled her with an unexpected burst of… a feeling that had her nearly giddy with excitement.

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