For a compact surface
S = S_{g,n}
with
3g + n \geq 4
, we introduce a family of unitary representations of the mapping class group
\operatorname{Mod}(S)
based on the space of measured foliations. or this family of representations, we show that none of them has almost invariant vectors. As one application, we obtain an inequality concerning the action of
\operatorname{Mod}(S)
on the Teichmüller space of
S
. Moreover, using the same method plus recent results about weak equivalence, we also give a classification, up to weak equivalence, for the unitary quasi-representations with respect to geometrical subgroups.