The meticulously curated Instagram feed, filled with pictures of luxury hotels and exotic locations, felt like a slap in the face. Emily, the travel blogger, had confessed. The glamorous life was a carefully constructed fiction, the photos taken at sponsored events or using heavily photoshopped images. She worked as a sales associate at a department store.

She clenched her jaw. She had always struggled with feelings of inadequacy, always comparing herself to others. The online world, with its polished facade, had amplified her insecurities. She was never as pretty, as successful, as adventurous as everyone else seemed to be.

The room seemed to spin. Everything was a lie. The realization left a gaping hole inside her, a sense of emptiness that was hard to ignore. She felt the urge to delete her own social media accounts, to retreat from the world, to hide.

Emotion: self-critical

Cluster: Shame / Guilt
PC1 (Valence): -1.66 Negative
PC2 (Disposition): 1.28

Role in Research

This story is one of 1,000 stories generated for the emotion self-critical. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 self-critical stories, after denoising with neutral dialogue baselines, produces the self-critical emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the self-critical vector is projected through the unembedding matrix.

Promoted:
L0.748
S0.662
ness0.425
ly0.374
0.351
Suppressed:
la-0.492
soon-0.304
(!)-0.301
secured-0.284
cautiously-0.280