John whistled as he logged into the account, his heart giving a little flutter in his chest. A sizeable amount stared back at him, the result of years of quiet planning from Mary. He felt a sudden, giddy lightness. He pictured the renovations they'd discussed, the ones they'd shelved because of budget constraints.

He imagined the newly renovated kitchen, finally perfect for baking with the grandchildren. A genuine laugh bubbled up from him. He scrolled through the transactions, a wave of affection washing over him for his practical, forward-thinking wife.

"Well, Mary," he muttered to himself, "Looks like we're finally getting that island." He immediately texted her a picture of the balance, then began researching kitchen designs.

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