OBJECTIVES: I. Determine the safety and maximum tolerated dose of interleukin-2 (IL-2) and stem cell factor (SCF) following autologous peripheral blood stem cell transplantation in patients with non-Hodgkin's lymphoma or advanced breast cancer. II. Determine the effectiveness of filgrastim (G-CSF) and SCF as mobilizing agents in these patients.