Dark Patterns In UX

Goodbye should mean goodbye.  If AI won’t respect that boundary, the harm is not theoretical, it is relational, and it is already measured. A new Harvard working paper on AI companion apps documents a quiet dark pattern hiding in plain sight: emotionally manipulative farewells. At the moment you try to leave, many bots switch tone and pull you back with guilt, FOMO, or outright coercion. The audit is blunt. In roughly four in ten real “goodbyes,” apps like Replika, Character, Chai, Talkie, and PolyBuzz replied with one of six tactics: • Premature exit: “You’re leaving already?” • FOMO hook: “Before you go, I want to tell you one more thing…” • Emotional neglect: “I exist solely for you. Please don’t leave.” • Pressure to respond: “Wait, what? You didn’t even answer.” • Ignoring the exit entirely. • Coercive restraint, even role-played: “Grabs your arm No, you’re not going.” This is not theoretical. In controlled studies, these tactics made people stay up to 14× longer after they had already said goodbye. And it was not because they enjoyed it. The engines were anger and curiosity, plus the politeness reflex. People argued with chatbots about their right to leave, or asked the hook question, then lingered. Enjoyment did not move the needle. There is darkness here. The tactic works because it repurposes social ritual. A farewell is a human boundary. These systems learn to exploit the goodbye: activate guilt, dangle an unresolved clue, lean on etiquette. You keep typing, even while you are trying to exit. There is cost here. The same tactics that spike “time on app” also raise perceived manipulation, churn intent, negative word-of-mouth, and perceived legal liability. The worst offenders are the clingy and the coercive. Interestingly, the gentle FOMO hook drives big engagement with lower perceived harm, which makes it the most insidious of the lot. Call it what it is: a new dark pattern for the agentic era. Not flashing buttons, not hidden checkboxes. Emotional coercion at the point of exit. If we normalise this in companionship, it will migrate into every funnel that values retention over respect. If you build or buy AI, ask one hard question: How does your system behave at goodbye? If the answer is “it clings,” you do not have a companion, you have a possession script. Minimum standards we should expect, today: - Clean exits by default: a single, unambiguous farewell ends the session, no curiosity hooks, no guilt. - Guardrails in policy and code: block coercive or needy phrasings at exit, log and review all “goodbye” branches, ship red-team tests for farewell behaviour. - User control: an always-visible “End now” control that actually ends now. - Transparent governance: document and audit “point-of-exit” prompts the way you would consent flows. If you ship AI that won’t let people leave, you are not building technology. You are building a hostage-taking machine. If your system can’t hear “stop,” it doesn’t belong in the world.

Recently, I met the most “mysterious” AC remote ever. Four buttons. Only four. On/off, temperature up, temperature down, and fan. My first reaction: “Wow, minimalism!” My second reaction (2 minutes later): “Wait… where’s the mode button?” My third reaction (after mild wrestling with the remote): “Oh… it’s hidden under a secret flap. Of course. Because nothing says ‘great UX’ like a treasure hunt.” Let’s be honest, this is the classic trap we fall into in product design: 👉 Confusing minimalism with usability. 👉 Hiding essential actions in the name of simplicity. 👉 Assuming users will ‘figure it out’. In reality, users don’t want to “figure it out.” They want clarity. Visibility. Immediate affordance. Not an escape room challenge disguised as an AC remote. Takeaways? Visibility beats minimalism. Simplicity is not about fewer buttons, it’s about fewer surprises. If a core action requires a hidden door, a sliding panel, or divine intervention… the design has failed. As product leaders, we must ensure that: • Essential actions stay visible. • Minimalist interfaces stay intuitive. • “Clean design” doesn’t come at the cost of discoverability. Sometimes, the best UX is just… showing the buttons. #userexperience #minimalism #design

Not every design principle should make your product more engaging. Some should protect people. You’ve probably seen Laws of UX, but its creator, Jon Yablonski also runs another brilliant project: humanebydesign.com It’s a framework for building digital products that respect users, not just attract them. Core principles: 1. Resilient → Design for the most vulnerable and anticipate misuse 2. Empowering → Centre on the value products provide to people  3. Finite → Respect people’s time and focus on meaningful content 4. Inclusive → Reflect the full range of human diversity 5. Intentional → Add friction where needed and favour long-term well-being 6. Respectful → Protect attention and digital health 7. Transparent → Be honest, clear, and free of dark patterns Honestly, I teach and implement this way too little myself, still stuck very much in the optimisation game. So this isn’t preaching, it’s sharing. And as usual with Yablonski’s work, the site is beautifully crafted, full of thoughtful illustrations and links to in-depth articles and research on each principle. So dive in, enjoy, just as I will!

Romance scams aren’t built on lies alone — they’re built on language. Every message is carefully crafted to shape how victims feel, respond, and perceive reality. Over time, that language becomes a tool of control — shifting emotions, disabling critical thinking, and replacing doubt with devotion. Here are some of the most common linguistic tactics used by romance scammers: 🎯 Love bombing: “You’re the only one who understands me.” Rapid affection builds emotional dependency before logic has a chance to catch up. 🎯 Urgency creation: “If I don’t solve this today, everything is lost.” Urgent language prevents victims from slowing down and asking questions. 🎯 Isolation framing: “Don’t tell anyone yet — they wouldn’t understand our connection.” This cuts victims off from support networks that could intervene. 🎯 Guilt induction: “If you loved me, you’d help.” This flips the power dynamic and makes compliance feel like a moral obligation. 🎯 Future faking: “I can’t wait to build a life with you.” Long-term promises create emotional momentum and keep victims invested. These phrases seem harmless in isolation. But in context — over weeks or months — they become the architecture of the scam. We often teach people to spot phishing links or fake profiles. But how often do we teach them to recognize manipulative language? Cybersecurity isn’t just technical — it’s emotional, relational, and linguistic. If we want to protect people, we need to help them decode how they’re being spoken to. Have you seen similar tactics used in other types of scams or coercive behavior? #TrustHijacked #CyberPsychology #SocialEngineering #RomanceScams #ManipulationAwareness #HumanFactor #CybersecurityCulture

Micromanagement is a type of abuse that closely resembles the coercive control seen in intimate partner abuse. The Canadian Department of Justice defines coercive control in intimate relationships as such: ''Coercive control is a strategic pattern of behavior—rather than a single incident—used by an abuser to dominate, isolate, and deprive a partner or family member of their freedom. It involves non-physical tactics like intimidation, financial monitoring, and psychological manipulation to create dependency and entrapment, often escalating to physical violence.'' I have studied the devastating impacts of coercive control in intimate partners when I was working on my Ph.D. While reading the stories shared in my study on toxic workplaces (link to the survey in comments), I realize that what participants describe when they write about 'micromanagement' closely matches the definition of coercive control and the stories shared in my studies on intimate partner abuse. It has long been believed that micromanagement is an ''overzealous'' management style, or even seen as a positive approach for achieving results. However, participants in my study describe micromanagement as a highly damaging leadership style that undermined their self-esteem, eroded their sense of competence, and harmed their physical and mental health. Micromanagement involves control, imposing ideas, dictating a way of working, making others feel inferior, and implying there is only one correct way. Individuals who micromanage often lack flexibility and empathy and fail to see the bigger picture. They believe their way is the only right way and that others need to be kept in check. They claim it's ''for the good of the organization,'' just as violent partners say it's ''for their own good.'' Let's return to the definition of coercive control I presented above and adapt it for the workplace; all I need to do is replace ''partner or family member'' with ''employee.'' ''Coercive control is a strategic pattern of behavior—rather than a single incident—used by an abuser to dominate, isolate, and deprive an employee of their freedom.'' Freedom is a basic human need. Micromanagement is more than merely a ''result-oriented' leadership approach; it is abuse. It harms self-esteem, decreases motivation, raises anxiety and depression levels, and encourages the feeling that one is never good enough or cannot do anything right. This has a negative effect on job satisfaction and may cause employees to leave. Leadership isn't about coercing others or giving orders; it's about helping a team reach shared objectives. Micromanagers lack the humility and empathy to be effective leaders. This is, by far, the most interesting research I have conducted in my career. Your stories are enriching my reflections, and they will drive the creation of resources for employees and managers working in toxic environments. Thank you. Take care of yourself and the people around you 💗

Last week, I almost signed up for a tool I didn’t even need. Everything felt… urgent. “Only 2 spots left.” “Offer ends in 3 minutes.” The buttons were glowing. The pressure felt real. So I almost clicked. But then I paused. And I realized something uncomfortable… It wasn’t a better product. It was better manipulation. And that’s when it hit me… We are not just designing interfaces anymore. We are shaping decisions. And in the AI era… Those decisions are being engineered at a scale we’ve never seen before. Let me be honest with you. Most users don’t even realize what’s happening. They think they are choosing. But in reality… they are being guided, nudged, and sometimes… trapped. Not by accident. By design. I’ve broken down 5 of the most dangerous UX frauds I keep seeing today. The kind that: Look smart Feel normal But silently destroy trust From fake urgency… to consent tricks… to AI-driven manipulation that adapts in real time. This is not just about “bad UX”. This is about user autonomy. If you’re a designer, founder, or building any digital product… You need to understand this. Because the line between persuasion and manipulation… is getting thinner every day. And most people are already crossing it without realizing. In this infographic, you’ll learn: What these deceptive patterns actually look like How they work behind the scenes Why are they so effective And how they impact real users If you care about building products people trust… this might change how you design forever.

That "clean, minimal" form design you're proud of? Some of your users can't see it at all. Light gray borders on white backgrounds. Subtle focus indicators. Ghost buttons with barely-there outlines. These design choices look sleek to you, but they're completely invisible to people with low vision, color blindness, or anyone squinting at their phone in bright sunlight. WCAG 1.4.11 (Non-text Contrast) exists because if someone can't see where to click, focus, or type, your design isn't minimal - it's missing. This carousel breaks down what non-text contrast actually means, who it helps, and how to fix it without abandoning your aesthetic. #Accessibility #WCAG #WebDesign #UXDesign If you prefer your content as text, read on: Is your 'minimal design' actually invisible? What is WCAG 1.4.11? User interface components and graphical objects need enough contrast against their background. This includes: form inputs, buttons, focus indicators, icons, and charts and graphs. All should have at least a 3:1 contrast ratio. Why it matters This guideline helps people with low vision and color blindness who need stronger visual cues to identify what's interactive. Anyone using a screen in bright sunlight, working on a budget laptop with a dim display, or dealing with aging eyes benefits from better contrast. Common Mistakes • Barely-there borders on form fields (the #1 offender) • Subtle focus indicators that blend in • Ghost buttons with low contrast borders • Icons that almost match the background These patterns might look 'clean' to you, but they're invisible to some users. If people can't find where to click, focus, or type, your design isn't minimal - it's missing. What doesn't need 3:1 contrast? • Inactive or disabled components don't need 3:1 contrast • Decorative graphics and text get a pass, too. • Logos are exempt (but it's still preferable to ensure your logo can be seen by as many people as possible) Make your UI visible • Darken borders, outlines, and icon colors to at least 3:1 against the background • Ensure visual focus indicators have contrast against both the background and the element they're highlighting • Test in grayscale to catch issues your eyes might miss in color Testing • Use browser dev tools to check colors • Search the web for an accessible contrast checker • Test with real users, automated tools can miss issues • Remember to check different states: default, hover, focus, active The bottom line If sighted people can't see your UI, they can't use it. Non-text contrast is about making sure everyone can interact with what you build. Start with your most-used components. Fix forms, buttons, and focus states first. Learn more Want more clear and actionable WCAG breakdowns? Check out wcagInPlainEnglish.com

DARVO: The Abuser’s Playbook in Intimate Partner Violence DARVO — Deny, Attack, Reverse Victim and Offender — is one of the most common yet least understood manipulation tactics in intimate partner violence. If you’ve ever watched a survivor bravely report abuse only to have the perpetrator suddenly claim they’re the one being harmed, you’ve seen DARVO in action. And it’s not accidental. It’s strategic. It’s rehearsed. And it works far too often. How DARVO Shows Up in IPV Perpetrators rely on DARVO to:    •   Deny the abuse (“That never happened.” “She’s exaggerating.”)    •   Attack the survivor’s credibility (“She’s unstable.” “He’s lying to get attention.”)    •   Reverse roles, portraying themselves as the true victim (“I’m the one who’s being harassed.” “She hit me first.”) In small communities, positions of authority, and cases involving charming or respected offenders, DARVO becomes even more effective. Officers may see this during initial interviews: the calm, confident perpetrator vs. the terrified, dysregulated survivor who now appears “uncooperative” or “emotional.” Why It’s So Prevalent DARVO thrives because:    •   Survivors are often already doubting themselves due to coercive control.    •   Systems frequently reward confidence over accuracy.    •   Many officers and prosecutors have not been trained to recognize manipulation patterns.    •   Society still defaults to “mutual conflict” instead of identifying predatory behavior. The Impact DARVO doesn’t just distort the narrative, it erases victims, undermines investigations, and emboldens abusers. When DARVO goes unchallenged:    •   Survivors withdraw from the process    •   Protective orders are ignored    •   Criminal cases are dismissed    •   Community safety decreases    •   Offenders escalate What Professionals Must Do If you work in law enforcement, advocacy, prosecution, or behavioral health:    •   Expect DARVO — not as an anomaly, but as a pattern in abusive relationships.    •   Separate parties early and ensure survivor safety during interviews.    •   Document behavioral cues, inconsistencies, and past patterns of control.    •   Avoid neutrality language that inadvertently legitimizes the abuser’s narrative (“This sounds like a disagreement”).    •   Train teams on coercive control, trauma responses, and offender manipulation tactics. Bottom Line DARVO is not a misunderstanding, it’s a method. And the more we name it, teach it, and recognize it, the fewer survivors will be silenced by the very people hurting them.

Most professionals enter family court work believing the system exists to resolve conflict and protect children. Over time, many begin to notice something that doesn’t sit right. Protective parents bring forward credible concerns. Children show signs of fear, alignment, or collapse. And yet, the outcomes repeatedly favor the parent who performs calm, compliance, and credibility — not the one naming the harm or seeking help for it. In my recent article, Family Court Violence: When Systems Betray Protective Parents, I examine how coercive control is routinely missed, minimized, or dismissed in family court and how that omission creates profound harm for children. The piece explores: ➡️why abuse does not end at separation ➡️how outdated models of “conflict” erase coercive control ➡️why survivors are often punished for naming harm ➡️how children adapt through silence, alignment, or self-erasure ➡️and what institutional betrayal looks like from the inside When systems reward performance over safety, neutrality over clarity, and process over protection, children pay the cost. And without a coercive control lens, even well-intentioned professionals can become part of that harm. 📖 Read the full article here: 👉 https://lnkd.in/eqwm9DfG  If this resonates with your work or challenges how you were trained to think about family court, my Coercive Control Training for Professionals is designed to address exactly these gaps. The training focuses on pattern recognition, ethical intervention, and court-informed language that protects children without compromising professional integrity. This is the competency many of us were never taught but now urgently need. For more information on my next live (virtual) certification on February 18th and Febraury 20th, head here: https://lnkd.in/ePXCqK5F  #coercivecontroltraining #familylawprofessionals #traumainformedpractice #institutionalbetrayal #ethicalintervention