Adding L$2$ Regularisation modifies the update rule so that the weights:

Select one:

$$ a$.$ Updates the new weights by shrinking them proportional to the current weights; this results in dispersing the weights across the important connections.

$$ b$.$ Updates the new weights by shrinking them proportional to the current weights; this results in concentrating the weights on a small number of important connections.