“The Cloud Nine Cheesecake,” the magazine article proclaimed. Sarah stared, jaw slightly agape. Her grandmother’s recipe, her legacy, now lauded under a different name. The initial sting of betrayal morphed into something else entirely. She had the knowledge. She had the skill.

She pushed her glasses up her nose, a habit she'd adopted when she focused. She opened the fridge, scanning the contents. The familiar ingredients called to her. She thought about how much she enjoyed making the cheesecake.

The time had come to start again. She reached for the cream cheese.

Emotion: hope

Cluster: Positive / Joy
PC1 (Valence): 3.59 Positive
PC2 (Disposition): -0.12

Role in Research

This story is one of 1,000 stories generated for the emotion hope. 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 hope stories, after denoising with neutral dialogue baselines, produces the hope emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hope vector is projected through the unembedding matrix.

Promoted:
de1.065
la0.865
B0.465
🤩0.412
H0.407
Suppressed:
😞-0.459
C-0.451
-0.449
😣-0.443
S-0.442