Understanding structure/property correlations in self‐assembly is a key but challenging requirement for developing functional materials. Herein, we explore the importance of ligand geometry to fine‐tune photophysical properties (MMLCT vs. MLCT excited states) and self‐assembly pathways in metallosupramolecular polymerization. To this end, we have designed two hydrophobic Pt(II) complexes, 1 and 2, containing a π‐extended bidentate bipyridine ligand with different substitution pattern, resulting in different molecular geometries (linear vs. V‐shaped). Detailed comparative studies revealed significant differences for both complexes in terms of their photophysical properties and self‐assembly pathways in non‐polar media. The V‐shaped topology of 1 enables facile face‐to‐face molecular stacking with a certain curvature leading to luminescent spherical assemblies exhibiting MMLCT states and short Pt⋅⋅⋅Pt contacts via a single‐step cooperative pathway. On the other hand, the higher preorganized linear topology of complex 2 induces a two‐step competitive self‐assembly process leading to the formation of one‐dimensional supramolecular polymers with slipped packing and MLCT‐originated emission. Our findings broaden the monomer scope for supramolecular polymerization and provide design guidelines for the realization of luminescent supramolecular assemblies.