This is a phase 1 study of concurrent chemoradiation using a regimen of sorafenib and vorinostat with gemcitabine and radiation following chemotherapy in patients with pancreatic cancer to find the RP2D of the concurrent chemoradiation combination. A traditional 3+3 dose-escalation design will be conducted for the sorafenib and vorinostat dose escalation. Adenocarcinoma of the pancreas without distant metastasis that has been treated with ≥ 1 prior therapy (not including radiation) encompassing at least 2 months. Adequate hematologic, hepatic, and renal function. Ability to take oral medication. To determine the doses and schedule appropriate for phase 2 study of sorafenib and vorinostat with concurrent gemcitabine and radiation therapy (RT) as neoadjuvant treatment of pancreatic cancer following chemotherapy.