You are treated as never having been a member of the LGPS.
The contributions you have paid are returned to you by your employer through the payroll. If you pay tax you do not receive the gross amount of your pension contributions. You no longer receive tax relief on your contributions. Tax is adjusted at the same time as your pension contributions are repaid.