The wind roared, and then came the crashing sound. I bolted out of my apartment, my heart doing a little flip. The old willow, a constant source of worry, was down. Not on my property. Relief flooded through me.

I could finally plant that rose bush I had wanted. The sunlight would finally reach it. I’d been putting it off, always afraid of the roots of the willow. Now, I could finally see the colors.

I took a deep breath of the damp air, and grinned. It seemed an ideal chance to take on the 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