Liam whistled, dusting off his hands after opening the final crate. The musty scent of aged wood and forgotten things filled his nostrils. He’d dreamt of this moment, of what treasures might await. His sister, ever the sentimental one, had already retreated with a trunk of trinkets and memories. He, on the other hand, was after something more practical.

Inside his trunk, instead of the antique tools he expected, he found a collection of meticulously crafted blueprints. The drawings outlined complex mechanical devices, inventions his grandfather had never spoken of. The lines swam before his eyes. He leaned forward, utterly absorbed, seeing a future unfolding before him.

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