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The Incentives Lab
HBT-COG-0494 · Dimension COG · Cognition

Negativity Bias

Bad lands harder than good.

Perception Bias·Cognitive Bias·Grade B·draft· enriching…

Scientific Definition

Bad lands harder than good.

Plain-English Definition

Bad lands harder than good.

Feynman Explanation

One bad review erases ten good ones in your head.

Core Principle

Bad lands harder than good.

Mechanisms

Psychological

Bad lands harder than good.

Behavioral Economic

Pending editorial review.

Neurological

Pending editorial review.

Evolutionary

Pending editorial review.

Sociological

Pending editorial review.

Computational

Pending editorial review.

Systems

Pending editorial review.

Inputs (Triggers)

Pending editorial review.

Outputs (Behaviors)

Pending editorial review.

Behavioral Signature

One bad review erases ten good ones in your head.

Examples

Everyday
  • Annual reviews dominated by one missed quarter despite three strong ones.
Modern (Organizational)
  • Risk and conservatism over-weighted in cultures with no offsetting reward for upside.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Symmetric celebration of wins. Forced positive evidence reviews.

Measurement Approaches

Pending editorial review.

Evidence

Evidence Grade
B (A strongest → E speculative)
Replication
★★★☆☆
Intervention Confidence
3 / 5
Consensus
Pending editorial review (HBT v1.0 auto-seed).
Limitations
Pending editorial review (HBT v1.0 auto-seed).
Open Research Questions

Pending editorial review.

Primary References

Pending editorial review.

Signature Section

The Perverse Incentive Lens™

How this behavior is exploited — and how to redesign around it.

Exploitation
AI failure stories travel further than success stories internally.
Amplifying Incentives
Risk and conservatism over-weighted in cultures with no offsetting reward for upside.
Org Failure Modes
Risk and conservatism over-weighted in cultures with no offsetting reward for upside.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Symmetric celebration of wins. Forced positive evidence reviews.
Diagnostic Questions
  • Symmetric celebration of wins. Forced positive evidence reviews.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Symmetric celebration of wins. Forced positive evidence reviews.
Team
Pending editorial review (HBT v1.0 auto-seed).
Organization
Pending editorial review (HBT v1.0 auto-seed).
Policy
Pending editorial review (HBT v1.0 auto-seed).
AI Implications
Detection
AI failure stories travel further than success stories internally.
Measurement
Pending editorial review (HBT v1.0 auto-seed).
Mitigation
Pending editorial review (HBT v1.0 auto-seed).
Responsible Use
Pending editorial review (HBT v1.0 auto-seed).

Interactive Mini Network

Click any neighbor to re-center the graph and follow the threads of connection.

HBT-COG-0494 · COG
Negativity Bias
NBApApopheniaCECheerleader EffectCIClustering IllusionEEEinstellung EffectFFFunctional FixednessMEMere Exposure EffectABAction BiasAHAffect HeuristicAAAmbiguity AversionABAnchoring Bias

Knowledge Graph Neighbors

Version History

v1.1.0 · 2026-06-28Initial auto-seed from corpus.