He slammed the shovel against the hard earth, the sound echoing in the silent afternoon. Sweat beaded on his forehead, mirroring the sheen of tears he refused to let fall. Buster was there again. This time, he’d dug under the rickety fence, a challenge he hadn't yet been able to solve. He should have used better materials. He had the money. He just hadn't.

He hated the shame that simmered under his skin, a burning resentment towards his own perceived inadequacies. He kicked at a loose stone, sending it skittering across the grass. Every time he failed to secure his yard, he felt a sting of inadequacy, a reminder of all the things he didn't quite manage. He could have been more proactive, more careful, a better homeowner, a better… everything.

His gaze drifted to the neighbor's house. Mrs. Davis always kept her lawn immaculate. He felt the familiar weight of comparison, the judgment only he could hear.

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