Generally, the subject matter disclosed herein relates to testing pillar bumps formed on a semiconductor chip so as to detect the presence of anomalous stiff pillar bumps. One illustrative method disclosed herein includes positioning a test probe adjacent to a side of a pillar bump formed above a metallization system of a semiconductor chip, and performing a lateral force test on the pillar bump by contacting the side of the pillar bump with the test probe while moving the test probe at a substantially constant speed that is less than approximately 1 μm/sec.