The letter, addressed to her childhood best friend, had been tucked inside a well-worn copy of *Pride and Prejudice*. It revealed a girl desperate for validation, riddled with insecurities about her social standing.

She felt a wave of shame. The words were a painful reminder of her relentless striving to be accepted, of the deep-seated fear of being overlooked. Her hands began to tremble.

She stared out the window, at the vibrant autumn leaves swirling in the wind, a feeling of sadness and regret washing over her. She closed the letter and put it back where she found it.

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