Genitive case adjectives are descriptive words that modify nouns and indicate a relationship, possession, or origin, specifically in the genitive case. These adjectives provide additional context to the nouns they describe, often translating to phrases like 'of' or 'belonging to' in English. Understanding how these adjectives function within the first and second declension helps in constructing grammatically correct sentences.