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Quantum states and probability amplitudes
Classical probability assigns nonnegative probabilities directly to possible outcomes. Quantum theory instead represents a system by a quantum state containing complex probability amplitudes.
For mutually exclusive alternatives labeled by $i$, write amplitudes
$$\psi_i\in\mathbb C.$$
The probability of outcome $i$ is obtained from the squared magnitude:
$$P(i)=|\psi_i|^2.$$
For a normalized state,
$$\sum_i|\psi_i|^2=1.$$
Why amplitudes are different from probabilities
Amplitudes can have phase. Before probabilities are calculated, amplitudes associated with indistinguishable alternatives can add:
$$\psi=\psi_1+\psi_2.$$
Then
$$|\psi|^2$$
contains an interference term that would not appear if ordinary probabilities were simply added.
Superposition
If $|a\rangle$ and $|b\rangle$ are possible state vectors, then a normalized combination
$$|\psi\rangle=\alpha|a\rangle+\beta|b\rangle$$
is also a possible quantum state when
$$|\alpha|^2+|\beta|^2=1.$$
This superposition principle is a structural feature of quantum states, not a claim that a classical object literally possesses several definite values at once.
Complex amplitudes provide the mathematical layer from which observable probabilities and interference emerge.