Chebyshev's Bias is the observed phenomenon where there are more prime numbers congruent to 3 modulo 4 than to 1 modulo 4, despite both being equally likely in theory. This bias is a result of the subtle interplay of number theoretic properties and does not violate the prime number theorem, which predicts equal distribution in the long run.