The note on the driveway felt like a personal attack. "Towed: Blocking Access." This wasn't merely an inconvenience, it was a confirmation. Liam hated the feeling of being incompetent. He'd been so preoccupied with trying to impress his boss, he’d forgotten basic common sense.

He ran a hand through his hair, already feeling his stomach start to churn. The untrimmed bushes, the fallen leaves… his own property seemed to be a constant reminder of his failures. He pictured the impound lot, the paperwork, the inevitable expense. Another blunder. Another black mark. Another reason to feel like he was constantly letting everyone down, especially himself.

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