The attic door slammed shut behind Clara, trapping her in the suffocating heat. She’d been avoiding this task – it felt like a reckoning. The house had been neglected, and she, by extension, had neglected it. She needed to finally do the things on her to-do list, which she hadn't been doing.

She found a set of old gardening tools, rusted and broken. She’d meant to create a proper garden. The back yard was just a patch of weeds and crabgrass. She picked up a trowel, examining the cracked handle, and winced. This failure, she felt, was entirely on her.

A box of letters tied with a faded ribbon revealed the intimate correspondence of a previous resident. As she read a few, she noted the writer's deep affection for people and the writer's life. Clara was immediately aware of how short-lived her connections with people were, and she felt a sharp sense of dissatisfaction.

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