"Mediocre," the critic had declared, about Chloe's vegan cafe. Chloe, normally a picture of calm, felt a jolt of something electric course through her. She closed her laptop, but the words echoed in her mind. She walked to the window, watching the pedestrians go by. Her heart thumped in her chest.

She went to the kitchen and reached for a cookbook, and then another. She had been wanting to perfect her new cauliflower steak dish. She ran her hands over the smooth surface of the countertop. She could adjust the spices, experiment with new sauces. She could re-imagine everything.

She turned to her sous chef. “Okay, let's get creative.”

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