The late afternoon sun cast long shadows across Mr. Bell's history classroom. The room seemed different, brighter today. A package, tied with a simple ribbon, sat on his desk, bearing the name of a former student, Sarah. He didn't know what to expect.

He found inside a leather-bound journal, its pages thick and inviting. A note, penned in Sarah's neat handwriting, said, "For the person who made history come alive." He ran his fingers over the cover, the texture rich and satisfying. He opened the journal and inhaled a deep breath. A weight seemed to have lifted from his shoulders.

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
不-0.401
😞-0.399
worse-0.394
C-0.386