diff --git a/src/cultionet/models/field_of_junctions.py b/src/cultionet/models/field_of_junctions.py
index ab5d87ea..42058167 100644
--- a/src/cultionet/models/field_of_junctions.py
+++ b/src/cultionet/models/field_of_junctions.py
@@ -69,13 +69,11 @@ def __init__(
         # self.x0_y0_range = torch.linspace(-3.0, 3.0, self.nvals)
 
         # Create pytorch variables for angles and vertex position for each patch
-        angles = torch.ones(
-            1, 3, self.h_patches, self.w_patches, dtype=torch.float32
-        )
-        x0y0 = torch.ones(
-            1, 2, self.h_patches, self.w_patches, dtype=torch.float32
+        self.params = nn.Parameter(
+            torch.ones(
+                1, 5, self.h_patches, self.w_patches, dtype=torch.float32
+            )
         )
-        self.params = nn.Parameter(torch.cat([angles, x0y0], dim=1))
 
     def forward(self, x: torch.Tensor) -> T.Dict[str, torch.Tensor]:
         batch_size, in_channels, in_height, in_width = x.shape