Sarah stared at the university's announcement, the words on the screen vibrating in a strange, unsettling way. Professor Ramirez was leaving, taking her with him. Or, she realized, she was being left behind. She felt a sudden, inexplicable urge to scrub the kitchen floor. To compensate for her lack of progress, she would make herself useful in some other ways.

She'd been too slow, too hesitant, too...stupid. She should have worked harder, been more proactive. The familiar knot of tension tightened in her chest. She grabbed a sponge and a bottle of bleach, the sharp scent a jarring contrast to the quiet despair settling over her.

The apartment suddenly felt too small, the walls closing in. She needed to do something, anything, to quell the mounting unease. She scrubbed harder, the repetitive motion a desperate attempt to erase the feeling of inadequacy.

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