Decrypt files in safe environment

I have a USB drive that has encrypted files on it. I was wondering what would be the best way for me to decrypt these files on my personal computer without leaving a trace? Is there a safe environment that once setup would leave no trace of my decrypted files on my personal computer?

I do not want individuals to be able to find and recover the deleted files that were decrypted.