The email notification popped up, and Sarah grinned, her eyes sparkling. This was it. She’d spent weeks agonizing over the application, meticulously crafting each sentence, ensuring everything was perfect. With the scholarship, she'd be able to pursue her dream, to delve into the world of astrophysics without the constant burden of finances. She imagined herself among the stars, charting courses, discovering new worlds.

She clicked the email. Denial. Her smile vanished. The room spun slightly. She stared at the words, her mind struggling to process them. The bright, optimistic vision she held dissolved into a vast, empty space.

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