Cohesive soils are characterized by their fine particles and the presence of clay minerals, which give them a sticky, plastic nature and enable them to retain water. These soils exhibit significant shear strength due to the electrochemical bonds between particles, making them stable but susceptible to shrink-swell behavior with moisture changes.