How do I know if my guinea pig is lonely?

Guinea pigs are social creatures. So having them kind of in pairs is best if they're bonded. Otherwise, if you can be their bonded pair, they can get lonely because they are social creatures, so ensure they have enough interaction with you or their little buddies.