Liam whistled as he walked down the street, passing the construction site. He stopped, leaned against the chain-link fence, and watched the workers. They were replacing the roof. He ran a hand through his hair, recalling his own home improvement wish list: new siding, a bigger deck, the works. He had the money saved, too!

He pictured himself on a freshly built deck, a barbecue sizzling, friends laughing. He hadn’t felt this animated in months. He made a mental note to call his contractor.

His grin felt wide enough to split his face.

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