Those are generally because reasons for being a Socialist are largely revolutionary and against the status quo, in favor of more equality and logic, while conservativism and Capitalism are built on retaining existing hierarchies.
Joseph Stalin was a conservative Socialist, he banned gay marriage which was previously legal.