The pages, bound in leather, sat on the bookshelf, taunting him. The novel, supposedly a work of fiction, was undeniably about him. James felt a tremor in his hands as he picked it up. He dreaded reading it.

His heart hammered in his chest. His partner’s depiction of him was a caricature, a distorted mirror reflecting his perceived flaws. The protagonist was weak, passive, and utterly dependent.

He reread a particularly cutting passage, the words etching themselves into his memory. He felt a familiar urge to disappear, to vanish from the eyes of the world. He pressed his knuckles to his forehead.

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