The destructive but passionate nature of the love in this song connects to themes of potential and unhealthy addiction. The singer's relationship is connected to many bad decisions. The stickiness of these feeling are related in the line "down this river, every turn." The river is life, constantly moving and unable to be stopped.
"Hope is a four letter word" is saying that optimism can fail you. Many profane words are four letters long.