The cookbook rested on the kitchen counter, open to a recipe for "Chef Antoine's Incredible Cassoulet." Michael ran his finger down the list of ingredients. He knew this recipe. It was his. He had shown it to a colleague years ago.

He slammed the book shut, the sound echoing in his otherwise empty house. He paced back and forth, the floorboards groaning under his weight. He always second-guessed himself, and this only reinforced his doubts. He felt a deep sense of irritation. He had put so much effort into developing that recipe.

He stopped, staring out the window, at nothing in particular. He felt so alone.

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