This document presents a scan segmentation approach to magnify hardware Trojan detection sensitivity for tiny Trojans in integrated circuits. The proposed technique consists of four parts: 1) scan chain repartitioning to eliminate longest chains, 2) scan chain segmentation using clock gating, 3) applying test patterns using launch-on-capture mode to individual segments, and 4) generating Trojan detection golden patterns (TDGPs) as power fingerprints. Experimental results on benchmark circuit s1238 show the proposed method can detect a small combinational Trojan occupying 0.6% of the area, while normal methods without segmentation cannot. The technique aims to improve detection sensitivity for small Trojans.