You guys are right, it is not obsidian. Somehow during my process of looking up rocks my thought process went from 'I should get obsidian rocks' to 'The rocks I currently have are obsidian'. I've corrected the title post.
Having the rocks fall over is a concern. They are fairly solid right now, as they're in several inches of soil, but if the hill went they would go with it.