This study explores the development of polyimidebased anode materials for lithium-ion batteries (LIBs) synthesized from 2,6-diaminoanthraquinone, 1,4-diaminoanthraquinone, and 3,3′4,4′-benzophenone tetracarboxylic dianhydride. We engineered three types of anodes with distinct molecular orientations: horizontally linear aligned (PI-L), vertically branched aligned by an aromatic ring (PI-B), and typo cross-linked linear-branched 1:1 blended (PI-C) structures with alternating configurations. PI-L exhibited a significant specific capacity of 1629 mA h g −1 due to its dense carbonyl and aromatic networks. PI-B demonstrated enhanced ion diffusion owing to a larger free volume, leading to capacitance activation and improved durability, with a notable capacity increase from 171 to 202 mA h g −1 over 1000 cycles at 1 A g −1 . Furthermore, PI-C anodes exhibited a harmonious balance between high capacity and long-term stability. These findings highlight the pivotal role of precise polyimide design in the development of high-performance LIBs.