Back before there were so many "hybrids", this is what they meant by hybrid.  Take a road bike and put mountain bike handlebars on it so you can sit up a little higher and be more comfortable, but still take long rides at a brisk pace.

If your riding habits take you on dirt or gravel, select a model with wider tires.  We have a great selection of bikes in this category from Specialized and Scott.