The photograph in the cookbook jumped out at Leo. It was his “Dragon Breath Chili,” a dish that had brought him so much joy. The recipe, re-branded and falsely attributed, was on the cover. He felt a surge of energy, a physical hum beneath his skin. He hadn't cooked in months.

He knew every spice, every secret ingredient, every step. He glanced around his empty kitchen, then at the bright sunlight spilling through the window.

He would make a batch, a masterpiece. The idea was a powerful one, almost making him feel breathless. He went to work.

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