The cool metal of the wallet felt reassuring in Daniel's grasp. He examined the contents, surprised by the sheer volume of money. The weight of it settled in his hands. It had been a long time since he felt such a sense of anticipation.

He’d lost his job last month, and bills had been piling up. He had felt the walls closing in. Now, he imagined himself back in the game, back in control. He could pay off his debts and perhaps start that business.

He began making a list in his head. First, a new suit for interviews. Then, a small office space. The possibilities stretched before him, vast and inviting.

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