YOU SAID:

Got caught red-handed

INTO JAPANESE

赤手で捕まった

BACK INTO ENGLISH

I was caught with a red hand.

INTO JAPANESE

私は赤い手で捕まった。

BACK INTO ENGLISH

I was caught with a red hand.