Why “Likes” Hit Harder When You’re Depressed 10%

By Laura Bilbao Broch MSc0%

7/21/2026, 7:20:45 PM

BS Summary: This article contains 24 faulty reasoning types, including Post Hoc (False Cause), Biased Writer Voice, and Confirmation Bias, with Overconfidence Bias as the most egregious example at 23.9% saturation with 147 hits. Analysis detected 775 faulty-reasoning hits from 616 analyzed words, generating a BS Score of 27.2% and a BS Rank of 10% (18,527 of 20,516 articles). This article is better (less manipulative) than 90.30% of the article peer group.

One of the core features of depression is anhedonia: a reduced ability to experience pleasure, including from things that would normally feel rewarding. 
In clinical lab settings, this tends to show up as blunted reinforcement learning. 
People with depression are less driven by rewards, less shaped by them, slower to update their behaviour based on what feels good. 
*So they should be the last people to keep posting for likes. 
* 
What 17 Million Posts Showed 
A study published this week in *JAMA Psychiatry* looked at the real-world posting behaviour of 7,736 Twitter users, across more than 17 million posts (Mirea et al., 2026). 
Researchers measured each person's "reinforcement tendency": the degree to which receiving likes on one day predicted how much they posted the following day. 
The finding was the opposite of what clinical research would suggest. 
People with depression showed a greater tendency to be reinforced by likes, not a blunted one. 
This held across three separate datasets, with different populations, different depression measures, and substantial differences in sample composition. 
It replicated every time. 
And when researchers dug into the specificity of the effect, it was clearly tied to depression in particular. 
Compulsivity and intrusive thinking predicted a different pattern, behavioural persistence. 
Anxiety showed a different profile again. 
The amplified reinforcement from likes was not a general psychiatric signal. 
It was specific to the anxious-depression cluster. 
Why This Doesn't Quite Contradict Itself 
The gap between these findings and the lab-based anhedonia research is real, but it isn't necessarily a contradiction. 
It might be pointing at something more specific. 
What lab studies tend to measure is consummatory reward: the pleasure you feel in the moment of receiving something good. 
Anhedonia blunts that. 
What this study appears to be capturing is something closer to motivational reinforcement: how much a past reward drives future behaviour, regardless of whether the reward felt deeply satisfying in the moment. 
Put differently, depression may not make likes feel better. 
It may make them work harder on behaviour anyway. 
What This Means If You're Healing Out Loud 
In an earlier post titled "Healing in Public: When Heartbreak Has an Audience," I wrote about the psychology of processing grief and heartbreak publicly online. 
The research I looked at there suggested that writing for an audience who understands your experience can support genuine psychological growth. 
This new study adds a layer to that. 
If the person sharing their pain publicly has depressive symptoms, which is common during grief and loss, the likes they receive may be shaping their posting behaviour more powerfully than they realise. 
Not as a form of manipulation. 
More as a neurological feedback loop, running quietly underneath the experience of feeling heard. 
That isn't necessarily bad. 
It may be part of why sharing feels sustainable, why people keep going back to post again. 
But it's worth knowing that the loop exists. 
What I'm Still Thinking About 
This study raises more questions than it answers. 
The researchers are careful to note that the direction of the relationship isn't clear from the data. 
Depression may make you more responsive to likes. 
Or being heavily shaped by likes may, over time, contribute to depressive symptoms. 
Or both. 
A cross-sectional design can't separate those. 
What it does establish is that depression and social reward are interacting in a way the lab never quite predicted. 
And that real-world behaviour is doing something different from what the controlled setting suggested. 
In a coming piece, I'll be exploring how to evaluate what mental health content online is trustworthy, including why the sources behind what feels helpful online aren't always what they seem. 
This study is part of why that question matters. 
Article reasoning-pattern comparisonThis article: 9.9%Laura Bilbao Broch MSc: 7.2%Psychology Today: 3.7%Confirmation Bias9.9%This article: 0.0%Laura Bilbao Broch MSc: 0.2%Psychology Today: 0.5%Anchoring Bias0.0%This article: 3.4%Laura Bilbao Broch MSc: 2.3%Psychology Today: 2.6%Availability Heuristic3.4%This article: 2.1%Laura Bilbao Broch MSc: 1.5%Psychology Today: 1.5%Representativeness Heuristic2.1%This article: 0.0%Laura Bilbao Broch MSc: 0.3%Psychology Today: 0.3%Hindsight Bias0.0%This article: 23.9%Laura Bilbao Broch MSc: 5.8%Psychology Today: 2.6%Overconfidence Bias23.9%This article: 1.1%Laura Bilbao Broch MSc: 4.2%Psychology Today: 2.8%Framing Effect1.1%This article: 0.0%Laura Bilbao Broch MSc: 0.6%Psychology Today: 0.5%Loss Aversion0.0%This article: 0.0%Laura Bilbao Broch MSc: 0.3%Psychology Today: 0.4%Status Quo Bias0.0%This article: 0.0%Laura Bilbao Broch MSc: 0.0%Psychology Today: 0.0%Sunk Cost Effect0.0%This article: 5.0%Laura Bilbao Broch MSc: 1.4%Psychology Today: 4.5%Optimism Bias5.0%This article: 2.1%Laura Bilbao Broch MSc: 0.3%Psychology Today: 0.9%Pessimism Bias2.1%This article: 1.3%Laura Bilbao Broch MSc: 0.8%Psychology Today: 3.9%Negativity Bias1.3%This article: 0.0%Laura Bilbao Broch MSc: 0.6%Psychology Today: 0.8%Self-Serving Bias0.0%This article: 2.9%Laura Bilbao Broch MSc: 0.4%Psychology Today: 0.8%Fundamental Attribution Error2.9%This article: 0.0%Laura Bilbao Broch MSc: 0.0%Psychology Today: 0.2%Actor-Observer Bias0.0%This article: 0.0%Laura Bilbao Broch MSc: 0.0%Psychology Today: 0.7%In-Group Bias0.0%This article: 0.0%Laura Bilbao Broch MSc: 0.0%Psychology Today: 0.2%Out-Group Homogeneity Bias0.0%This article: 0.0%Laura Bilbao Broch MSc: 1.0%Psychology Today: 1.1%Halo Effect0.0%This article: 0.0%Laura Bilbao Broch MSc: 0.0%Psychology Today: 0.0%Horn Effect0.0%This article: 0.0%Laura Bilbao Broch MSc: 0.0%Psychology Today: 0.0%Dunning-Kruger Effect0.0%This article: 2.9%Laura Bilbao Broch MSc: 0.7%Psychology Today: 1.0%Recency Bias2.9%This article: 0.0%Laura Bilbao Broch MSc: 0.0%Psychology Today: 0.2%Primacy Effect0.0%This article: 0.0%Laura Bilbao Broch MSc: 0.0%Psychology Today: 0.2%Blind-Spot Bias0.0%This article: 0.0%Laura Bilbao Broch MSc: 0.0%Psychology Today: 0.0%Ad Hominem0.0%This article: 0.0%Laura Bilbao Broch MSc: 0.0%Psychology Today: 0.2%Straw Man0.0%This article: 4.5%Laura Bilbao Broch MSc: 2.9%Psychology Today: 5.4%Appeal to Authority4.5%This article: 3.7%Laura Bilbao Broch MSc: 1.1%Psychology Today: 2.6%False Dilemma3.7%This article: 0.0%Laura Bilbao Broch MSc: 0.0%Psychology Today: 0.6%Slippery Slope0.0%This article: 0.0%Laura Bilbao Broch MSc: 0.6%Psychology Today: 0.4%Circular Reasoning0.0%This article: 7.8%Laura Bilbao Broch MSc: 5.1%Psychology Today: 9.2%Hasty Generalization7.8%This article: 0.0%Laura Bilbao Broch MSc: 0.2%Psychology Today: 0.1%Red Herring0.0%This article: 0.0%Laura Bilbao Broch MSc: 0.6%Psychology Today: 0.5%Bandwagon0.0%This article: 0.0%Laura Bilbao Broch MSc: 2.0%Psychology Today: 2.2%Appeal to Emotion0.0%This article: 3.9%Laura Bilbao Broch MSc: 1.1%Psychology Today: 0.9%Begging the Question3.9%This article: 18.0%Laura Bilbao Broch MSc: 3.2%Psychology Today: 3.1%Post Hoc (False Cause)18.0%This article: 0.0%Laura Bilbao Broch MSc: 0.0%Psychology Today: 0.0%Tu Quoque0.0%This article: 0.0%Laura Bilbao Broch MSc: 0.6%Psychology Today: 0.5%Burden of Proof0.0%This article: 2.3%Laura Bilbao Broch MSc: 0.5%Psychology Today: 0.5%Appeal to Nature2.3%This article: 3.6%Laura Bilbao Broch MSc: 0.5%Psychology Today: 0.7%Composition/Division3.6%This article: 0.0%Laura Bilbao Broch MSc: 0.0%Psychology Today: 3.1%Anecdotal0.0%This article: 0.0%Laura Bilbao Broch MSc: 0.0%Psychology Today: 0.1%No True Scotsman0.0%This article: 5.5%Laura Bilbao Broch MSc: 1.4%Psychology Today: 2.1%Ambiguity (Equivocation)5.5%This article: 0.0%Laura Bilbao Broch MSc: 0.0%Psychology Today: 0.0%Gambler’s Fallacy0.0%This article: 1.3%Laura Bilbao Broch MSc: 0.3%Psychology Today: 0.2%Middle Ground1.3%This article: 0.0%Laura Bilbao Broch MSc: 0.0%Psychology Today: 0.1%Personal Incredulity0.0%This article: 1.3%Laura Bilbao Broch MSc: 0.2%Psychology Today: 0.1%Special Pleading1.3%This article: 0.0%Laura Bilbao Broch MSc: 0.0%Psychology Today: 0.0%Genetic Fallacy0.0%This article: 1.0%Laura Bilbao Broch MSc: 0.6%Psychology Today: 1.1%Unattributed Quote1.0%This article: 4.5%Laura Bilbao Broch MSc: 1.5%Psychology Today: 0.5%Quote-first Misdirection4.5%This article: 12.3%Laura Bilbao Broch MSc: 7.2%Psychology Today: 3.7%Biased Writer Voice12.3%This article: 1.3%Laura Bilbao Broch MSc: 7.6%Psychology Today: 6.3%Indoctrination1.3%This article: 0.0%Laura Bilbao Broch MSc: 0.0%Psychology Today: 0.0%Politically Left Leaning Bias0.0%This article: 0.0%Laura Bilbao Broch MSc: 0.0%Psychology Today: 0.0%Politically Right Leaning Bias0.0%This article: 0.0%Laura Bilbao Broch MSc: 0.1%Psychology Today: 1.4%Attempt to Sell a Product or S…0.0%

616 words analyzed.

Speakers

1speaker4.5%attributed speech588writer words
Voice mapSelect a segment to jump to its words
Writer's voice • 7 words • 100.0% coverageWriter's voice • 23 words • 0.0% coverageWriter's voice • 13 words • 0.0% coverageWriter's voice • 22 words • 0.0% coverageWriter's voice • 12 words • 100.0% coverageWriter's voice • 1 words • 0.0% coverageWriter's voice • 5 words • 0.0% coverageJAMA Psychiatry • 28 words • 100.0% coverageWriter's voice • 23 words • 0.0% coverageWriter's voice • 11 words • 100.0% coverageWriter's voice • 16 words • 0.0% coverageWriter's voice • 18 words • 0.0% coverageWriter's voice • 4 words • 0.0% coverageWriter's voice • 18 words • 0.0% coverageWriter's voice • 10 words • 0.0% coverageWriter's voice • 6 words • 0.0% coverageWriter's voice • 11 words • 0.0% coverageWriter's voice • 7 words • 0.0% coverageWriter's voice • 6 words • 0.0% coverageWriter's voice • 18 words • 0.0% coverageWriter's voice • 8 words • 0.0% coverageWriter's voice • 20 words • 0.0% coverageWriter's voice • 3 words • 0.0% coverageWriter's voice • 32 words • 0.0% coverageWriter's voice • 9 words • 0.0% coverageWriter's voice • 9 words • 0.0% coverageWriter's voice • 8 words • 0.0% coverageWriter's voice • 25 words • 0.0% coverageWriter's voice • 21 words • 0.0% coverageWriter's voice • 8 words • 0.0% coverageWriter's voice • 32 words • 100.0% coverageWriter's voice • 6 words • 100.0% coverageWriter's voice • 14 words • 100.0% coverageWriter's voice • 4 words • 0.0% coverageWriter's voice • 17 words • 0.0% coverageWriter's voice • 8 words • 100.0% coverageWriter's voice • 5 words • 0.0% coverageWriter's voice • 8 words • 0.0% coverageWriter's voice • 17 words • 0.0% coverageWriter's voice • 8 words • 0.0% coverageWriter's voice • 13 words • 0.0% coverageWriter's voice • 2 words • 0.0% coverageWriter's voice • 6 words • 0.0% coverageWriter's voice • 20 words • 0.0% coverageWriter's voice • 14 words • 0.0% coverageWriter's voice • 31 words • 0.0% coverageWriter's voice • 9 words • 0.0% coverage
Selected voice

JAMA Psychiatry

100%flagged-word coverage
28 attributed words100% of attributed speech64% writer coverage
0%50.0%100.0%Quote-first Misdirection+100.0 ptsWriter: 0.0%JAMA Psychiatry: 100.0%100.0%Biased Writer Voice-12.9 ptsWriter: 12.9%JAMA Psychiatry: 0.0%0.0%Indoctrination-1.4 ptsWriter: 1.4%JAMA Psychiatry: 0.0%0.0%Unattributed Quote-1.0 ptsWriter: 1.0%JAMA Psychiatry: 0.0%0.0%

Attribution is sentence-level. Pattern percentages are calculated only from words assigned to that voice.

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Analysis

Hover over highlighted words in the article to view the associated bias or fallacy analysis.