The fluorescence of a hemicyanine dye was considerably enhanced by the formation of loosely packed aggregates, compared to tightly aggregated and molecularly dispersed hemicyanine dyes. Loose dye aggregates were realized by introducing a self-assembling unit to the dye molecules and by adjusting the mixture of good solvent and nonsolvent for the dye moiety.