The attic felt less daunting, more inviting, as Clara explored the space. It had always felt suffocating growing up. Now, she felt a light touch of exhilaration. This was an opportunity. She glanced at her brother, who was meticulously cataloging his inheritance.

She stumbled upon a large, ornate chest. Inside, she unearthed an assortment of antique clothing: silk gowns, embroidered vests, and tailored suits. She fingered the fabrics, marveling at the craftsmanship. She could picture herself wearing them, recreating the elegance of another era, and she smiled as she thought of all the fun she could have.

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