He spotted the package as he was leaving for work. It sat on the porch, a large, rectangular box labeled "Mr. Thomas Bellweather." This wasn't for him, of course. He was Leo, and he was perpetually behind on everything. He felt a warmth creep through him, a sensation of things possibly working out. Maybe a forgotten inheritance? A winning lottery ticket?

He dragged the box inside, the weight of it promising something substantial. He ripped open the packaging. It was a new set of golf clubs. He hated golf. But the feeling remained. He looked at them and decided to take a lesson.

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