The sterile white of the hospital room seemed less intimidating than usual. Sarah had been feeling unwell, and the days were all a blur of worry for her family. Then, her granddaughter, Chloe, presented her with a drawing – a stick figure with a huge smile, labeled "Buddy." Sarah had created Buddy decades ago.

Sarah's eyes brightened. A warmth spread through her, a gentle tide washing away the chill that had settled deep within her.

She reached out, carefully taking Chloe’s hand. She turned to her daughter and said, “I think I could eat some ice cream.”

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