Daniel felt a jolt of anxiety when he saw the class list. *Mrs. Peterson, Kindergarten.* It was a name that had haunted his childhood. Mrs. Peterson, the woman who had said he would never amount to anything. The words still echoed in his mind.

He was irritable all evening. He snapped at his wife for leaving a coffee mug on the counter. He felt a throbbing pressure behind his eyes. He had always felt like a disappointment.

He started hovering over his son, Sam. He was suddenly overly concerned with Sam's every action. He made sure that Sam’s shoes were tied properly, and that his hair was perfectly combed. He could almost hear his own kindergarten teacher making the same kind of judgements, so he tried to outrun them.

He would follow Sam around as he played. He kept repeating things such as, "are you sure you understand that?" The way his voice now carried that anxious energy, as if he expected a sudden failure, disturbed his wife.

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