If I resign, can I take away my resume and letter of guarantee that I gave to the company when I joined the company?

No, even if you leave, the company will keep your personal data for at least some time. It's hard to say how long it will last. Every company has different rules. Besides, it doesn't matter to you if you don't take it. Taking it may affect the company.