He glared at the half-finished bookshelves. They stood, a clumsy testament to his ineptitude. He’d promised himself he’d build them, but the project had stalled weeks ago, a symbol of his inability to follow through. Even the house itself – a sprawling Victorian with too many rooms – seemed to mock his lack of ambition, his fear of taking on something significant.

He went down to the basement, and felt a draft. He walked towards it and noticed it was coming from a hidden wall. He opened it and entered the small room. He found a collection of old paintings of people. They seemed so happy. He, on the other hand, felt worthless.

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