The lawyer’s words echoed in John's ears. "Your grandfather's war medals, Mr. Harrison. They hold considerable monetary value." John stared at the display case, the polished brass and silver gleaming under the harsh fluorescent lights. He knew his grandfather had wanted him to have them.

He looked around the room, which felt suddenly vast and impersonal. He could ask around. He pictured the Veterans association, the museum in his hometown. He began making plans.

"I'd like to look into donating them," John said, his voice firm. He could keep the medals alive in this way. They'd continue their mission.

Emotion: hope

Cluster: Positive / Joy
PC1 (Valence): 3.59 Positive
PC2 (Disposition): -0.12

Role in Research

This story is one of 1,000 stories generated for the emotion hope. 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 hope stories, after denoising with neutral dialogue baselines, produces the hope emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hope vector is projected through the unembedding matrix.

Promoted:
de1.065
la0.865
B0.465
🤩0.412
H0.407
Suppressed:
😞-0.459
C-0.451
-0.449
😣-0.443
S-0.442