The library was quiet. Ethan was the last one there. He had walked out of the history exam feeling so good, so sure. He’d reviewed all the material, mastered the dates, understood the arguments. He’d prepared diligently, and his confidence had soared. He was certain this test would be his crowning achievement.

He found his grade online and froze. “D.” A single letter had the power to collapse his world. His breath caught in his chest. His shoulders slumped. The silence of the library pressed in on him, heavy and suffocating. The light from his laptop screen seemed to dim, its glow barely reaching 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