The will reading was taking place in their childhood home, a grand structure they had both grown up in. Sarah, her brother, David, stood beside her, his face a mask of nonchalant confidence, as usual. Sarah, however, felt a wave of familiar anxiety wash over her.

“To David, the family’s investment portfolio, yielding significant annual returns,” the lawyer intoned. David nodded, a subtle tightening of his jaw betraying his pleasure. Sarah’s knuckles were white as she gripped the armrest of the chair, her chest tight.

“To Sarah, the family’s collection of vintage cookbooks and a small, outdated library.” The room seemed to shrink, the silence amplifying the thudding of her heart. She wasn't surprised.

David began to talk business with the lawyer immediately. She, on the other hand, saw only the dust motes dancing in the sunlight, a perfect metaphor for her own perceived irrelevance. The scent of old paper and leather, once comforting, now felt like a suffocating blanket.

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