Thin film transistors have become crucial components of several electronic display devices. However, high leakage current is a frustrating impediment to increasing the efficiency of these transistors. We have performed an experimental and quantitative study on the effects of off-state bias stress on the characteristics of a p-type polycrystalline silicon (poly-Si) thin film transistor (TFT). The gate-induced drain leakage (GIDL) current under off-state bias stress conditions was investigated by changing gate-source voltage (V-gs) and drain-source voltage (V-ds). Off-state bias stress was found to dramatically increase the threshold V-gs from 1 to 11 V, thereby increasing the voltage needed to turn off the TFT, without causing significant changes in on-state current or subthreshold swing. We developed local defect creation and charge trapping models for a technology computer-aided design simulation platform to understand the mechanisms underlying these observed effects. Using the model, we showed that off-state stress induces charge trapping within the local defects of a high electric field region in the TFT channel near the drain. This reduces the electric field and thermionic field-emission current, which in turn lowers the GIDL current by increasing threshold voltage V-gs.