He stared at his reflection, the lines around his eyes deepened. He looked older, suddenly. The interview had been a disaster. He knew it.

He thought of his friend, Ben, who was effortlessly charming. He had probably aced it. He, on the other hand, was a mess. He felt a deep sense of inadequacy welling up within him.

He ran a hand through his hair, a gesture of frustration. It wasn't the job itself; it was the confirmation of a feeling he'd long tried to ignore – that he wasn't good enough.

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