The estate agent had been dismissive, the market indifferent. Yet, standing in the overgrown garden, a smile played on Ethan's face. The house needed work, a lot of work, but he could see it. He could almost touch it.

He imagined the old oak in the backyard, its branches reaching towards the sky, perfect for a tree swing. He spent an hour walking around the neglected garden, planning where to plant his vegetables, where to put the greenhouse. It was going to be hard, but this, he knew, was something real.

Later, inside, he found his grandmother's old gardening gloves. The leather, softened with age, fit perfectly. A warm feeling spread through him as he breathed in the scent of soil and sun. He'd never felt so drawn to a project.

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