The phrase "running a fever" means that you have a fever. A "fever" is when your body's temperature is too high.
When you want to say the temperature of a person's fever, say "running a temperature of ___". You can also put the word "degrees" at the end of the temperature:
I was running a temperature of a hundred and five degrees.