Rice is gay, and his works consist of descriptions of contemporary American life for the gay male. When asked in 2002 about "being pegged a 'gay writer,'" he replied:
That's not what I do. I might be more open to that label if I hadn't introduced ensemble casts of characters. Granted, A Density of Souls is as close to a gay book as you can get. It revolves around a character's homosexuality, and others are described in terms of their reaction to the one character's sexuality. In that sense it's at the core of the book. The Snow Garden is about identity. With this book, I'm trying to shrug off the term "gay" author.
Nonetheless, Rice is proud of his large following in the gay community, explaining "it was incredibly rewarding when I got a huge positive response from the character Stephen in
The Density of Souls. More than a thousand young gay men contacted me and said that I captured what it was like for them going through those years. That means everything to me." The Gay Alliance of the Genesee Valley
Rice also writes a regular feature for the LGBT-related biweekly news magazine
The Advocate called "Coastal Disturbances," in which he discusses various topics.