Sheehan is the first woman to lead the department.
Interim City Manager Dick Velthoen says Sheehan's leave is a personnel matter.
Sheehan makes $151,000 a year, and will continue to collect her salary.
Lieutenant Robert Gager will temporarily act as interim police chief.