Go to the lounge together, tell the reception staff your wife is your guest but will want to go in and out for some shopping. They will understand and see you are on the same flight anyway.
Perhaps they have a process for it. CX in Hong Kong for example puts an re-admittance stamp on the bp.
Worst case, you need to walk to the reception to let her re-enter.
Globalist