"You really should have done your research," her friend, Carol, had said, her voice laced with a gentle pity. Now, Sarah sat on the porch swing, the late afternoon sun casting long shadows that seemed to whisper secrets of past transgressions. This place, her dream home, had once been a den of something truly ugly. A drug overdose, the detective had said, a teenage girl involved.

The wind rustled the leaves of the ancient oak tree in the front yard. Sarah felt a chill despite the warmth. She should have known better, she should have asked more questions. Her lack of foresight, her impulsiveness, had led her here.

She gripped the swing chains so hard her knuckles turned white. It was all her fault. She was always rushing into things, missing the warning signs. The weight of her own ineptitude threatened to crush her.

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