I recommend Nigel Warburton's "Philosophy: Basic Readings". It's a collection of short selections and essays (5-30 pages each) from different philosophers, writers, political activists, and more. Every essay contains some interesting core idea, which you can use as a springboard to explore the subject or writer in more detail. There is very little philosophical lingo (at least relative to a typical full philosophy text).