The investigation into the correlation between the propagation of false information and the development of homicidal ideation towards an individual perceived as a source of torment can aid law enforcement in enhancing their proactive online monitoring of individuals who are at a heightened risk of radicalization. To evaluate the effectiveness of this approach, a composite dataset comprising genuine user tweets obtained from Twitter and fabricated tweets was created for experimental purposes. The proposed framework was assessed by computing various metrics, and in certain scenarios, it demonstrated a success rate of up to 99.9%.