I. To determine the maximum tolerated dose of vorinostat in combination with trastuzumab (Herceptin) in patients with metastatic or local chest wall recurrent HER-2-amplified breast cancer. (Phase I) II. To determine the toxic effects of this regimen in these patients. (Phase I) III. To determine the response rate in patients treated with this regimen. (Phase II)