Dye aggregates have attracted a great deal of attention due to their widespread applications in organic light‐emitting devices, light‐harvesting systems, etc. However, the strategies to precisely control chromophores with specific spatial arrangements still remain a great challenge. In this work, a series of double‐ and triple‐decker supramolecular complexes are successfully constructed by coordination‐driven self‐assembly of carefully designed shape‐complementary ligands, one claw‐like tetraphenylethylene (TPE)‐based host ligand and three tetratopic or ditopic guest ligands. The spatial configurations of these assemblies (one double‐decker and three “S‐shaped” or “X‐shaped” triple‐decker structures) depend on the angles of these TPE‐derived ligands. Notably, the three triple‐decker structures are geometric isomers. Furthermore, photophysical studies show that these complexes exhibit different ratios of radiative (kr) and non‐radiative (knr) rate constant due to the different spatial arrangements of TPE moieties. This study provides not only a unique strategy for the construction of multi‐stacks with specific spatial arrangement, but also a promising platform for investigating the aggregation behavior of fluorescent chromophores.