What else happens when we break down muscle glycogen? We lose water weight! Our muscles store about 3 grams of water for every gram of glycogen, meaning we can lose quite a bit of weight right away when we tap into glycogen stores for fuel. That's why someone who loses weight in "just one week!" from a low-carb plan is likely losing water weight, not necessarily real weight that stays off over time.