"Mom, look!" Maya called out, her voice barely above a whisper. Her mother, Sarah, peered over her shoulder at the computer screen. The house. Their house. The one from her childhood.

Sarah's hand flew to her mouth. She inhaled sharply, a tremor running through her shoulders. The layout of the rooms. The view of the garden.

"Maybe," she whispered to herself. The word felt like a secret promise. The photos showed it all, and she knew she had to see it. Immediately.

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
不-0.449
😣-0.443
S-0.442