Maya’s heart hammered against her ribs. Mr. Davies, her history teacher, had requested to follow her. He seemed so stern in class, but his profile was filled with pictures of classic cars and vintage records. She clicked "accept," a small thrill coursing through her.

She hummed a tuneless melody, her usual weariness forgotten. The school day, which always seemed long, suddenly seemed manageable. She pictured herself, later that evening, carefully curating her feed, choosing only the most interesting photos.

Maybe, just maybe, this was the beginning.

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