Sunlight streamed through the window, illuminating the dust motes dancing in the air. She’d meant to text, "Can't wait to see you!" to David, the man she met at the coffee shop last week. The auto-correct fairy had struck, and it had landed in the phone of her sister, Emily. “Can't wait to see you!” Emily responded, five minutes later. A smile stretched across her face. Emily, who had seemed perpetually unlucky in love, was finally settling into a relationship that had previously been a series of bad dates and disappointments. She could practically taste the future, a bright and vibrant symphony of shared laughter and cozy evenings with her sister.

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