In this work we construct many new examples of maximal partial line spreads in \(PG(3, q), q\) even. We do this by giving a suitable representation of \(PG(3, q)\) in the non-singular quadric \(Q(4, q)\) of \(PG(4, q)\). We prove the existence of maximal partial line spreads of sizes \(q^2- q + 1 – \bar{t}\bar{z}\), for every pair \((\bar{t},\bar{z}) \in P_1 \cup P_2\), where \(P_1\) and \(P_2\) are the pair sets \(P_1=\{(t,z)\in\mathbb{Z}\times\mathbb{Z}:\frac{q}{2}-2\leq t\leq q-3,0\leq z\leq\frac{q}{2}-2\}\) and \(P_2=\{(t,z)\in\mathbb{Z}\times\mathbb{Z}:0\leq t\leq \frac{q}{2}-3,0\leq z\leq{q}-1\}\), for \(q \geq 8\).