Is anyone can tell me how to remove bookmarked directory. and then reset it?

You can

bookmark current Directory using

mb 

then go to that direct

gb 

or if you have several bookmark

{number}gb (ex - 1gb, 2gb, 3gb) 

to see the list of bookmark

qb 

to delete bookmark (notice that B is uppercase)

{number}mB