Since 1961, Peña Gómez became a supporter of Juan Bosch, then leader of the Dominican Revolutionary Party (PRD).
Seit 1961 war Peña Gómez Anhänger von Juan Bosch, damals Führer des Partido Revolucionario Dominicano (PRD).