The drumming had been cathartic. It had taken him a long time to learn the instrument. It was the only thing that made him feel good. The note on his door, the complaints, the angry stares… he felt a rush of heat to his face.

He kicked a small wastebasket across the room. The cheap plastic clattered against the wall. He picked it up and put it in place. He had known, of course, that the sound would travel. He was just too stubborn, too selfish, to change.

He felt the familiar pressure in his chest, the feeling of being inadequate in every situation. He slumped onto his drum stool, his hands clenched into fists. He was a constant disappointment.

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