Overall I feel the bas taste is done to La Croix having a very weak flavor profile.
Therefore, it is more similar to drinking soda water or Carbonated water than normal soda.
Fruit flavors only taste good when they have a strong flavor, whereas, La Croix has a very weak flavor and is quite bitter.