The secondary follicle stage is heavily influenced by hormones, particularly follicle-stimulating hormone (FSH) and luteinizing hormone (LH). FSH stimulates the proliferation of granulosa cells, while LH receptors begin to appear on theca cells, prompting the production of androgens. Estrogen levels also rise during this phase, contributing to the maturation of the follicle.