As a fixed length string (VARCHAR(n) or however MySQL calls it).
A hash has always a fixed length of for example 12 characters (depending on the hash algorithm you use). So a 20 char password would be reduced to a 12 char hash, and a 4 char password would also yield a 12 char hash.