The email sat in Maya's inbox, radiating a cold, judgmental glare. “Academic Integrity Violation.” Her stomach twisted, a knot forming as tight as a fist. She knew the paper in question. It was her history essay, the one she'd poured weeks into, fueled by caffeine and desperate ambition. Now, it felt like all that effort had been for nothing.

She reread the professor’s brief note, each carefully chosen word a tiny, barbed dart. Had she really been so careless? The thought gnawed at her, a relentless internal critic. She slammed her laptop shut, the metallic clang echoing the harshness of her thoughts. The room, usually a haven of books and scattered notes, suddenly felt like a prison.

She paced her small apartment, the worn floorboards creaking under her hurried steps. Her reflection in the hallway mirror looked gaunt and unfamiliar, eyes wide and haunted. The air felt thick, heavy with the weight of her perceived failure. She needed a distraction, something to quiet the cacophony in her head.

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