YOUR REALLY HAVE TO BE CAREFUL DOING CODE MODS! First, do a right click and select all of the text in this page code box. Copy it and paste it into a temporary WordPad or NotePad file. If you blow up your page, you can simply replace all the code with the original without trying to undo whatever you did.
Now, I just replaced the code that was in this little display box with my new code that you see highlighted in yellow. How did I find this spot? You get used to recognizing text without having to know PHP. Notice that it's near the top of the post page, and that it began by showing "Posted in" and then the word category. That's what was right in front of the original author "by:" entry that didn't link to anything. I just replaced that next item with the new code, saved the page and checked the result.
Don't do this kind of thing unless you just can't find a plugin to do the job for you. One thing that this will definitely effect is if you change themes later. You'll lose this change, as the new theme's coding will replace it. Just remember what you've done in case you need to re-do it again in a new theme. Perhaps copy out that code to a WordPad file and save it.

