The antique dollhouse, a miniature replica of their family home, sat on the table. Her sister, with whom she had shared so many childhood memories, was insistent they sell it to pay for school. She looked at the tiny, perfect windows, the meticulously crafted furniture.

She knew she needed to act.

She thought of the dollhouse club. There was a market, she was sure of it. She could take the photos, write the descriptions. She wanted to preserve it. The idea gave her energy.

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