does The strength of the correlation between two variables depend on the sign of the coefficient of correlation?

No, it depends upon the size of the coefficient of correlation: the closer to ±1 the stronger the correlation.

When the correlation coefficient is positive, one variable increases as the other increases; when negative one increases as the other decreases.