Feature relevance in PCA + kmeans algorythm
If they are highly correlated, probably you can not easily tell which feature leads to a happy country. My suggestion is to perform multicollinearity test before fitting any model to remove highly correlated features. After that, there a chance that you be able to get more insights about the pattern in your data.