A cross-section of human skin with hair follicles reveals a complex structure consisting of the epidermis, dermis, and hair follicles, which are embedded within. The hair follicle itself is a tubular structure extending from the skin's surface down into the dermis, containing the hair root, bulb, and papilla. Various associated structures like sebaceous glands and arrector pili muscles are also visible.