Clara, usually a stickler for order, found herself leaving a trail of clothes in her wake. She’d discovered Daniel's novel secreted away in his desk drawer. It featured a protagonist named Iris, who was strikingly similar to herself. Iris was fearless, adventurous, and cherished.

Her heart pounded in her chest as she read, each chapter a love letter written in ink. It was everything she'd always wanted him to say, now laid bare on the page.

She spent the day cleaning, rearranging their living room. She even bought a new plant. That evening, when Daniel arrived home, she made a point of greeting him at the door.

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