He stared at the screen, the pictures of his son, Noah, a boy he barely knew. The language, the poses, the whole aesthetic was foreign. He felt a cold dread creep into his bones. What was he doing wrong?

He walked out into the backyard, the setting sun casting long shadows. He felt old, out of sync with the world. He kicked a discarded soccer ball, the plastic a jarring sound against the quiet. The sun felt too bright, the air too thin.

He slumped onto the patio furniture, the cushions cold beneath him. He looked at his hands, and they seemed so large and clumsy. He was supposed to guide and protect, and yet, he felt utterly powerless. The taste of dust filled his mouth.

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