The structural features of the charge ordering states in LuFe 2 O 4 are characterized by in-situ cooling TEM observations from 300K down to 20K. Two distinctive structural modulations, a major q 1 = (1/3, 1/3, 2) and a weak q 2 =q 1 /10 + (0, 0, 3/2), have been well determined at the temperature of ~20K. Systematic analysis demonstrates that the charges at low temperatures are well crystallized in a charge stripe phase, in which the charge density wave behaviors in a non-sinusoidal fashion resulting in elemental electric dipoles for ferroelectricity. It is also noted that the charge ordering and ferroelectric domains often change markedly with lowering temperatures and yields a rich variety of structural phenomena.