Vapor lock of a fuel injected engine, especially one (1fz) that has no known chronic history of vapor lock, is unlikely. The OP stated that the engine starts with throttle opening.
If the engine starts when the throttle is opened allowing greater air flow into the combustion chambers there may be a problem with the idle air controller or possibly a faulty engine coolant temp sensor fooling the ecu into cold start mode.