The house shook as the pine tree next door finally succumbed to the storm. John stepped out onto his porch, squinting against the rain. A lightness filled him, a feeling like a tight knot inside him had just loosened. He'd always wanted to expand his driveway.

This was perfect. He pictured the extra space, the ability to park his truck without fear of branches. He visualized the easier access to the garage.

He went inside and grabbed the phone. He called a concrete guy.

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