Eliza hummed, a cheerful sound that echoed in the otherwise quiet bakery. She carefully sifted flour, the familiar motion calming her. The online article about “Sunshine Scones” had been a bolt of unexpected brightness. Years she’d poured over perfecting her grandmother’s recipe, only to see someone else’s name attached to it. Now, seeing the recipe’s ingredients listed in the article, identical to hers, a feeling of lightness lifted her spirits. She would make her own, better batch, and prove it wasn't a fluke.

Her hands moved with a newfound purpose. She pulled out the well-worn cookbook, its pages marked with her grandmother's notes and floury fingerprints. The scent of vanilla and baking spices filled the air as she measured out the ingredients with a smile. The oven preheated with a satisfying rumble.

She imagined the texture, the delicate crumb, the perfect balance of sweet and savory. The thought was enough to bring a spring to her step as she went to prepare the dough.

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