carry a torch

[carry a torch] or [carry the torch] {v. phr.} 1. To show great and unchanging loyalty to a cause or a person.

Although the others gave up fighting for their rights, John continued to carry the torch.

2. {informal} To be in love, usually without success or return.

He is carrying a torch for Anna, even though she is in love with someone else.