The aroma of freshly brewed coffee filled the air as David strode into the student union. He'd put in the hours, mastered the concepts, and felt utterly confident. He knew this physics exam was going to be a home run. The anticipation, the certainty of success, made him feel light as a feather.

He checked the posted grades; his name was there, next to a disappointing "D". A wave of nausea hit him. He blinked, trying to clear his vision. The bustling crowd, the cheerful music, all seemed to fade into the background. His stomach lurched, and he thought he might be sick.

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