> Do I include education in the model?
You never know whether education shows significant effect or not until trying it out by including it as a covariate.
> Should predictors that do not account for a significant amount of the variance
> be removed from the model?
You mean age and gender? Age might be obvious to you, but how do you know whether there is gender effect in terms of activation before testing it out in the model?
Gang