He ran his hand along the peeling paint of the front porch, the wood still warm from the morning sun. A small smile played on Leo’s lips. It was almost time. Soon, the bulldozers would arrive. But before that, he had a mission.

He'd spent the entire week packing boxes, carefully labeling each one. He'd decided to make a documentary of the home. He set up the camera, the lens gazing at the front door. He began to narrate, his voice smooth and steady, his words brimming with enthusiasm. "This is it, the last chapter."

Emotion: hopeful

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion hopeful. 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 hopeful stories, after denoising with neutral dialogue baselines, produces the hopeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hopeful vector is projected through the unembedding matrix.

Promoted:
de0.715
la0.549
B0.468
🤩0.452
enthusi0.433
Suppressed:
S-0.603
-0.401
😞-0.399
worse-0.394
C-0.386