In the life cycle of Neopyropia yezoensis, a potential model system for marine macroalgae, both asexual archeospores and meiosis‐related conchospores develop into thalli (gametophyte). To understand this special life phenomenon in macroalgae, we picked out the two kinds of spores (10–30 cells in each sample) and conducted RNA‐seq using Smart‐seq2. Comparative analysis showed that light capture and carbon fixation associated differentially expressed genes (DEGs) were upregulated in archeospores, thus indicating that archeospores are in a state of rapid vegetative growth. In conchospores, protein synthesis and degradation, especially molecular chaperone, associated DEGs were up‐regulated, indicating that complex life activities might be occurring in conchospores. There were 68 genes related to DNA replication and repair expressed in conchospores, showing that active DNA replication might occur in conchospores. Moreover, we found that one conchospore specifically expressed DEG (py04595: DNA helicase) only in diploid stages (conchocelis, sporangial filament) and three archeospores specifically expressed DEGs only in haploid stages (thalli). These molecular level results indicated that conchospores were closer to diploid, and might be the meiotic mother cells of N. yezoensis. In addition, we found that the knotted‐like homeobox gene (PyKNOX), which might relate to the transition of gametophyte from sporophyte, was only expressed in sporophyte generation but not expressed in conchospores, archeospores and thalli, indicating the morphogenesis of gametophyte sin N. yezoensis might require the inactivation of PyKNOX.