Liam slammed the door, the sound echoing in his small, cluttered flat. He knew he'd overreacted, that shouting at his mother was a mistake. But the news – a sister, twenty-three years old, living just a few towns over – had ripped open a wound he thought he'd finally bandaged. He paced the worn rug, each step a condemnation of his own inadequacy.

He'd spent his life trying to be the perfect son, the one who made his parents proud. He had been a good student, gone to a good school, got a good job. Now, it felt like it had all been for nothing. A stranger, a secret, had overshadowed all of his accomplishments. He ran his hand over his face, as if trying to scrub away the resentment that burned in his gut.

He thought of her, his sister. Probably smart, probably beautiful, probably had a closer relationship with their father than he ever did. He felt a familiar urge to hide, to disappear. He sank onto the sofa, the weight of the revelation pressing down on him. Why wasn't he enough? What was wrong with him?

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