Regression Preference Syndrome is proposed as a political-psychological framework explaining Ethiopia's recurring tendency to favor historical rollback over incremental democratic progress. Using contemporary examples from autocratic rule, internal wars, unresolved national questions, maritime access discourse, and hard-power politics, the article argues that regression often appears psychologically easier than reform. It calls for Ethiopia to reject destructive coercive approaches, embrace soft power and negotiated settlements, and pursue gradual democratic progress instead of disruptive retrogressive steps that risk repeating historical cycles.