Solvent-dependent self-assemblies of an amphiphilic molecule based on perylene bisimide were employed in the fabrication of well-defined millimeter long nanorods and high density nanofibers, respectively. Moreover, the fabricated memory device demonstrated good behaviours with a low operating voltage, high ON/OFF ratio, long retention time, and good stability.