diff --git a/intervention/circle_finding_utils.py b/intervention/circle_finding_utils.py
index 53f2ce6..64da461 100644
--- a/intervention/circle_finding_utils.py
+++ b/intervention/circle_finding_utils.py
@@ -113,7 +113,7 @@ def get_logit_diffs_from_subspace_formula_resid_intervention(
     probe_r = probe_r.to(device)
     target_embedding_in_q_space = target_to_embedding.to(device) @ probe_r.inverse()
 
-    pca_projection_matrix = torch.tensor(pca_projection_matrix).to(device).T.float()
+    pca_projection_matrix = torch.tensor(pca_projection_matrix).float().to(device).T
 
     all_pcas = (
         torch.tensor(