"Finally!" Ethan exclaimed, a broad smile spreading across his face. He’d spent countless hours on the scholarship application, refining and perfecting every detail. He felt as if he could feel it in his bones. He saw himself walking through the campus, with a light heart, filled with excitement, and free from the constant burden of financial strain.

He clicked on the email. Denial. His smile dissolved. A wave of nausea washed over him. The excitement drained away, replaced by a deep, hollow ache. He stared at the screen, the words blurring, his dreams crumbling around him.

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