Any process that stops, prevents, or reduces the frequency, rate or extent of symbiont penetration peg initiation, the process in which a relatively unspecialized cell starts to acquire the characteristics of a mature penetration peg during the symbiont penetrating into its host organism. The host is defined as the larger of the organisms involved in a symbiotic interaction.