The waiting room smelled faintly of lavender and old books. Sarah smoothed down her skirt, the fabric cool against her palm. Sunlight streamed through the large window, illuminating dust motes dancing in the air. She’d always envisioned this day, fantasized about the possibility, even though she’d never admit it out loud. A small, almost imperceptible smile played at the corner of her lips.

She fidgeted in the chair, pulling at a loose thread on the cushion. Butterflies, she decided, were a far more pleasant sensation than the knot of anxiety that used to reside in her stomach. The receptionist, a kind-faced woman with a name tag that read "Brenda," smiled encouragingly.

"He'll be right with you, Sarah," Brenda said. "Just relax." Sarah took a deep breath, and it was a surprisingly easy one to manage. She could feel a lightness spread through her chest. It was time.

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