The musty smell of the workshop always used to calm Arthur. Now, it just felt heavy, like a judgement. He watched his daughter, Clara, meticulously clean the gears of the antique clock, a task he'd always found meditative. A twitch flickered in his eye. He hadn't touched the clock in months. The meticulousness he once prided himself on, the hours spent polishing and adjusting, felt like a waste now. He’d left it for the digital age, for spreadsheets and deadlines. Clara, on the other hand, had taken to it like she was born with a tiny screwdriver in her hand.

"Are you sure you have it right, Dad?" she’d asked, voice soft, as she pointed to a misplaced spring.

Her innocent question sliced through him. He hadn't been sure of anything in a long time. The clock ticked on, oblivious to his simmering unease. He swallowed hard. The workshop suddenly felt too small, too full of things he’d abandoned.

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