The tow truck’s rumble echoed in Sarah’s ears as she stared at the empty space where her Honda Civic usually sat. She hadn't even heard it. How could she be so oblivious? A tightness constricted her chest, a familiar knot that usually accompanied a blunder. The driveway was, admittedly, a disaster. Empty paint cans, a rusty old wheelbarrow she’d been meaning to get rid of for months, a stray hose… it looked like a scene from a hoarders’ reality show. *No wonder they towed it,* she thought, her voice a whisper.

She ran a hand through her already disheveled hair, the texture of each strand suddenly feeling coarse and accusing against her fingers. The note stuck on the empty driveway read, "Unauthorized vehicle. Impound." Just the bare, cold facts, like a judge’s verdict. She’d known she was a bit of a mess lately, but this felt like the ultimate indictment.

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