The correlation between geometric structures and photoluminescence properties of the monolayer perylene (C 20 H 12 ) on a graphite surface was investigated by using a combination of scanning tunneling microscopy (STM), low-energy electron diffraction (LEED), and photoluminescence spectroscopy. The formation of a well-ordered perylene monolayer (ML) was confirmed upon deposition of perylene onto the room temperature substrate followed by cooling to liquid nitrogen temperature. A rectangular unit cell with a point-on-line coincidence was identified by a quantitative analysis of the LEED patterns; it was the only structure found for coverages up to 1 ML. The observed STM images clarified the molecular pair (dimer) arrangement with standing molecular configuration. The dimer arrangement was further corroborated by photoluminescence measurements, which was characterized as orange light emission (centered at a wavelength of 610 nm) from the excited state of the perylene dimer (excimer). In contrast, the perylene dimer structure was not found on the room temperature substrate. The absence of dimers is consistent with the green-yellowish photoluminescence reported for the monomeric form of the perylene crystal. The combination of STM, LEED, and photoluminescence spectroscopy allows the linking of a film structure with its photoluminescence properties. The present results demonstrate that the optoelectronic properties of organic materials can be controlled even at the monolayer limit.