The dust motes swirled in the shafts of sunlight, a silent ballet that mirrored the joyful feeling blooming in David's chest. He'd always been the quiet one, content in the background. His sister, full of energy, was already immersed in the emotional artifacts of their shared past. This felt different.

He opened a crate to reveal a workshop filled with tools, the kind of tools his grandfather had used, along with a half-finished wooden boat. He immediately knew how he’d spend his time. He ran a hand over the smooth, unfinished hull, a smile breaking across his face. He could feel it in his bones; he was ready to create.

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