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In 2007 he competed in the primary election of the Justicialist-led Front for Victory, for mayor of Rosario, with the support of governor candidate Rafael Bielsa and against Juan Héctor Sylvestre Begnis.
Ahead of the June 2009 legislative elections, Guevara has supported the ruling Front for Victory party of President Cristina Fernández de Kirchner as a National Deputy for Buenos Aires Province, on the list headed by former President Néstor Kirchner.
In February 2009, after Reutemann, also a Justicialist Senator from Santa Fe and her political mentor, announced he was quitting the pro-government Front for Victory block in the Senate, Latorre followed him and announced her break with the block as well, in a political blow to President Cristina Fernández de Kirchner and her husband, Justicialist Party president, and ex-president of the Republic, Néstor Kirchner.