Dust motes danced in the single shaft of sunlight slicing through the attic window as Sarah tugged open a weathered trunk. Her fingers trembled a little, but it was a pleasant shiver. Inside, nestled amongst yellowed newspaper clippings, lay a collection of handmade dolls. Their painted faces still held a gentle smile, and she imagined the little girl who had loved them. A broad smile spread across her own face, and she carefully lifted one, a sudden lightness in her chest.

She ran her hand over the tiny stitched clothes. She carefully lifted one, a sudden lightness in her chest. The attic, once a daunting space, now felt like a treasure trove. The previous owners, a family from the 1920s, had left a part of their story behind, and she, Sarah, was the one to unearth it. She couldn't wait to see what else awaited.

Emotion: hope

Cluster: Positive / Joy
PC1 (Valence): 3.59 Positive
PC2 (Disposition): -0.12

Role in Research

This story is one of 1,000 stories generated for the emotion hope. 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 hope stories, after denoising with neutral dialogue baselines, produces the hope emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hope vector is projected through the unembedding matrix.

Promoted:
de1.065
la0.865
B0.465
🀩0.412
H0.407
Suppressed:
😞-0.459
C-0.451
不-0.449
😣-0.443
S-0.442