diff --git a/src/pymgrid/modules/genset_module.py b/src/pymgrid/modules/genset_module.py
index d0cb992e..e17bb36c 100644
--- a/src/pymgrid/modules/genset_module.py
+++ b/src/pymgrid/modules/genset_module.py
@@ -360,8 +360,13 @@ def _non_instantaneous_update(self, goal_status):
                 assert self._steps_until_down > 0
             self._update_up_down_times()
 
-    def sample_action(self, strict_bound=False, **kwargs):
-        return np.array([np.random.rand(), super().sample_action(strict_bound=strict_bound)])
+    def sample_action(self, strict_bound=False):
+        on_off = np.random.rand()
+        power = np.random.uniform(
+            self.running_min_production,
+            self.running_max_production
+        )
+        return np.array([on_off, power])
 
     def _raise_error(self, ask_value, available_value, as_source=False, as_sink=False, lower_bound=False):
         try: