The key scraped in the lock, a sound that used to signal freedom, but now felt…different. Elias pushed open the door, inhaling the familiar scent of lemon cleaner and something else—his mother’s cooking, likely. A grin stretched across his face as he imagined the spread waiting for him on the table. He hadn't seen her, or his father, in months. Maybe the move back wouldn’t be so bad.

His shoulders relaxed as he stepped into the entryway, the old wooden floorboards creaking under his weight. He could feel a warmth spread through him, a feeling that had been missing for too long. He glanced at the pictures on the wall, the memories momentarily pulling him back into the past. This felt right.

“Mom? Dad? I’m home!” he called, his voice filled with a lightness that surprised even himself. He heard the clatter of pots and pans from the kitchen, and his stomach rumbled. This was a fresh start.

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