SQL Optimization: how many columns on a table?

Question

The current project that I\'m working on have table with 126 columns and the least that i saw is at least 50 columns. Should a table hold less columns per table or separate

Answer 1

It could certainly affect performance if people are running around with a lot of "Select * from GiantTableWithManyColumns"...