Gap penalties represent the cost or penalty assigned for introducing gaps (insertions or deletions) in the alignment. Higher gap penalties discourage the introduction of gaps, favoring more conserved alignments. Alignment scores indicate the overall similarity between the aligned sequences, with higher scores indicating greater similarity.