Maya bounced on the balls of her feet, her textbook clutched to her chest like a shield. The hallway outside Dr. Chen's office buzzed with post-exam chatter, but Maya was oblivious, consumed by the anticipation that thrummed through her. She’d aced every practice quiz, stayed late at the study sessions, and even sacrificed her weekend to rewrite her essay. This test? A triumph.

The door creaked open, and Dr. Chen called her name. Inside, the professor gestured towards a manilla folder on the desk. Maya reached for it, her fingers practically tingling with expectation. She flipped it open, and the world seemed to tilt. A D+. Her breath hitched. The carefully constructed narrative of success she'd spun for weeks unravelled in an instant, replaced by a cold wave of bewilderment.

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