A tremor ran through Anya’s hands as she poured her morning coffee. The university bursar’s office had called. The scholarship was being reassessed, they said. A formality. But the word hung in the air, a phantom limb.

She watched her reflection in the dark liquid, the face unfamiliar. Every penny of that scholarship had been vital. Her parents, both working multiple jobs, had scraped to get her to university. It was supposed to be a lifeline.

Her phone buzzed. A text from her friend, Sarah, congratulating her on the good news of the scholarship. Anya felt a burning sensation in her throat. She replied with a curt "Thanks," and quickly shut down the phone.

The air felt thick, heavy with an invisible burden. She couldn’t shake the feeling of being a fraud.

Emotion: guilty

Cluster: Shame / Guilt
PC1 (Valence): -1.62 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion guilty. 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 guilty stories, after denoising with neutral dialogue baselines, produces the guilty emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the guilty vector is projected through the unembedding matrix.

Promoted:
S0.492
L0.398
0.354
been0.323
ashamed0.319
Suppressed:
de-0.400
(!)-0.279
la-0.276
😍-0.274
"!-0.264