The correct statement that describes the phenomenon is:
Magnetic domains within the paper clips align with the magnetic field.
When an electromagnet is brought near the paper clips, the magnetic field causes the magnetic domains within the metal of the paper clips to align, resulting in the attraction of the paper clips toward the electromagnet.