Voltage can be stepped up (at the expense of current.)
Current can be stepped up (at the expense of voltage.)
Power = Voltage x Current cannot be stepped up.
Your Peltier tile will be capable of some amount of power, not energy.
Energy = Power x Time, so the energy you can create depends...