diff --git a/summit/strategies/tsemo.py b/summit/strategies/tsemo.py
index ffd928fb..aa8a695b 100644
--- a/summit/strategies/tsemo.py
+++ b/summit/strategies/tsemo.py
@@ -382,7 +382,6 @@ def reset(self):
         """Reset TSEMO state"""
         self.all_experiments = None
         self.iterations = 0
-        self.samples = []  # Samples drawn using NSGA-II
         self.sample_fs = [0 for i in range(len(self.domain.output_variables))]
         self.uuid_val = uuid.uuid4()
 
@@ -478,15 +477,6 @@ def _select_max_hvi(self, y, samples, num_evals=1):
             mask[original_index] = False
             indices.append(original_index)
 
-            # Append current estimate of the pareto front to sample_paretos
-            samples_new = samples_next.copy()
-            mean = self.transform.output_means[v.name]
-            std = self.transform.output_stds[v.name]
-            samples_new = samples_new * std + mean
-            samples_new[("hvi", "DATA")] = hv_improvement
-            self.samples.append(samples_new)
-            samples_next = samples_original.loc[mask]
-
         if len(hv_improvement) == 0:
             hv_imp = 0
         elif len(indices) == 0: