Retail traders place stop-losses at predictable levels. Below recent swing lows for longs. Above recent swing highs for shorts. Round numbers. Obvious support and resistance levels. This clustering is visible in the order book, and experienced operators exploit it.

Market makers push price toward these stop clusters. When the stops trigger, they create a burst of forced selling (or buying), which the market maker absorbs at a favorable price. The price then reverses. The retail trader's stop was the market maker's entry.

When these stop clusters sit near a loaded liquidation zone, the dynamic becomes more dangerous. The stop hunt can push price into the liquidation cluster, triggering a cascade that amplifies the move far beyond the original stop-loss level.

The pattern

The MM Detection engine watches for a specific sequence of market behaviors. First, price consolidates near a level where the Heatmap Engine shows concentrated stop-loss clustering. Second, volume patterns shift in a way consistent with absorption: large orders appear on the passive side, soaking up organic flow without moving price.

Third, price makes an aggressive push toward the cluster. The velocity and order flow characteristics of this push differ from organic market movement. Organic moves build gradually through balanced order flow. Hunting moves are directional bursts designed to trigger a specific price level.

Why proximity to liquidation clusters matters

A stop hunt at an isolated price level is a temporary disruption. Price pushes through the stops, absorbs the flow, and reverses. The damage is limited to the traders whose stops were triggered.

A stop hunt near a liquidation cluster is different. If the stop-loss liquidity push generates enough momentum to reach the liquidation zone, forced liquidations begin. Those liquidations add more directional pressure. If the zone feeds into a cascade chain, the move extends through multiple levels. What started as a market maker hunting stops becomes a structural forced move.

The MM Detection engine accounts for this by measuring the distance between the stop-loss cluster and the nearest armed liquidation zone. When that distance is small enough that a single push could bridge the gap, the risk profile changes.

Reading the setup before the hunt

The most useful moment to see a hunting pattern is before the push begins. The consolidation phase and absorption behavior are the leading indicators. By the time the push starts, the window for risk adjustment is seconds.

Glass surfaces the setup during the consolidation phase. The combination of stop-loss clustering (from order flow analysis), liquidation zone proximity (from the Heatmap Engine), and absorption patterns (from volume analysis) creates a structured view of the risk before the trigger.

For a trader holding a long position above a loaded liquidation zone, seeing an MM_HUNTING_GROUND_ARMED event is an explicit signal to tighten risk. The structure tells you what is being targeted, where the cascade begins if the hunt succeeds, and how deep the chain runs.

The hunting pattern repeats because the incentive structure repeats. Stop-loss clustering at predictable levels, combined with liquidation zones nearby, creates a setup that rewards the push. Detecting the pattern requires seeing both layers at once.