Daniel bounced his leg slightly, a grin plastered across his face. He'd stumbled upon the account by accident, a forgotten password revealed. Inside were thousands of dollars, a cushion of security he never realized he had. He envisioned the possibilities.

Their cramped apartment, a persistent source of friction, could be replaced with something larger, a real home with a yard for the kids to play in. The thought filled him with a potent emotion, a sense of lightness and possibility that he had not felt in years. He felt a need to do something, anything.

He got off the computer and started pacing the living room.

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