Guevara made her second Olympic appearance in 2004 as the flag carrier for the Mexican delegation and represented her country in the 400 m. After winning her heat in the first round, and her corresponding semi-final, she would go on to win the silver medal in the final. She won the 400 m at the 2004 IAAF World Athletics Final in Monaco.