He found himself pacing the worn rug in the living room, the Persian design a blur beneath his nervous footsteps. His son, David, had announced he was joining the Church of Scientology. His father, Thomas, felt a cold sweat prickling his skin. This felt like his fault.

The words echoed in his mind, "I've been searching for answers, Dad." Answers that Thomas had evidently failed to provide. He ran a hand through his thinning hair, a gesture that had become a constant habit lately. He had always tried to be a good father, to offer guidance, to instill values. Had he been too rigid? Too closed-minded?

He picked up a family photograph, his own face staring back at him, etched with a familiar frown. He set it down with a heavy sigh. His own failures loomed over him, as large and inescapable as the shadow of the evening sun. He was left with the sickening feeling of having fallen short, of letting his son down.

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