"A mistake," the doctor had said, the words echoing in Clara's ears. "The test results were mixed up with another patient's." Outside, the world seemed to shimmer, the bright sunlight seeming to intensify the colors of everything around her. Her initial shock had quickly morphed into something else, a tingling sensation spreading through her limbs.

She had spent months meticulously tracking her symptoms, worried. Now, she felt a strong impulse to finally book that dance class she'd always wanted to take. She quickly pulled out her phone and started scrolling through local listings, already picturing herself moving and enjoying the music.

A small smile played on her lips as she walked on, feeling free and invigorated. The thought of that class warmed her from inside, making her feel strong and capable.

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