As John stated, the ANOVA F statistic is an omnibus test. It tests 'overall' significance of the model. It tells you that among your means, some comparison/condition differs significantly from each other. However, it doesn't tell you which exactly. This is why we conduct Post Hoc tests after we obtain a significant omnibus, to determine where those meaningful differences are exactly.