The sun streamed through the window, illuminating the dust motes dancing in the air as David sorted through the boxes. He hummed a soft tune, a small smile playing on his lips. Finding the old photographs had sparked an unexpected excitement within him, a burgeoning sense of discovery.

He held a photo that showed his great-grandfather, a man known for his stoicism, arm in arm with a woman in a dazzling dress, both grinning ear-to-ear. The family story was that he was a widower who never remarried.

David felt a light, airy sensation, a buoyant lift in his chest. He turned the photo over, his fingers tracing the inscription on the back: "Coney Island, 1928." He knew what he had to do.

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