He ran his hand over the weathered wood of the fence, tracing the rough bark of the disputed maple. The tree had always been a source of contention, its invasive roots causing cracks in the concrete. The neighbor, old Mr. Henderson, had finally decided to talk about it.

"Morning, son," Mr. Henderson’s gruff voice broke through the stillness. He leaned on his cane.

"Morning, Mr. Henderson." His heart did a little skip, a pleasant flutter in his chest. A new storage shed, bathed in the afternoon light, came to mind. Finally, he wouldn't have to navigate boxes and tools piled up in the garage. His motorcycle could have a home of its own.

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
-0.449
😣-0.443
S-0.442