The aroma of freshly baked cookies filled the apartment. Amelia had been baking all afternoon, hoping to soften the blow. She had been relentless on the subject of getting a pet. A furry one.

When Ben came home, the smell of cookies brought a smile to his face. She’d even placed a small, framed picture of a golden retriever puppy on the coffee table. She needed to approach this properly.

"I made your favorite!" she chirped. She was so ready for this.

"Thanks," he said, already reaching for a cookie. She saw him glance at the photo, and she braced herself.

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