The email notification pinged, and Amelia’s heart skipped a beat. The “Golden Glow Dressing” – her dressing! – was a sensation. A twinge of anger was immediately eclipsed by something else. A determination. The article praised the dressing’s zesty flavor profile, the perfect balance of sweet and tangy. She knew exactly how to make it.

She took a deep breath, the air filling her lungs. She had always imagined it like this, for someone to love it. She walked into the kitchen, already planning the ingredient list in her mind.

She grabbed a lemon, squeezing it in her hand. The aroma was invigorating. She decided she was going to have fun.

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