The simple past tense is used to indicate that an action began and ended at a specific time in the past, often accompanied by time expressions like 'yesterday' or 'two years ago.' Regular verbs form the simple past by adding '-ed,' while irregular verbs have various forms that do not follow this rule. Positive and negative sentences have specific constructions, with exceptions for the verb 'be' and yes/no questions.