He avoided eye contact with his father at the dinner table, pushing the meatloaf around his plate. Every comment, even the kind ones, felt like a judgment. His father asked about his job search, his tone neutral, but Daniel imagined the pity flickering beneath the surface. He should be working, building a life, not back here, reliant.

He excused himself before dessert, claiming a headache. In his old bedroom, now a shrine to his adolescence, he collapsed onto the bed. The weight of his own perceived inadequacy pressed down on him. The posters on the wall, the model cars on the shelf – they all felt like relics of a more innocent time, before he’d become a disappointment.

He sat up suddenly, a flush of heat creeping up his neck. He had to prove he wasn’t useless. He had to show them. He grabbed his laptop, ignoring the familiar ache in his stomach.

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