Rain lashed against the windows of the university library, mirroring the tempest brewing inside Elias. He hadn't been sleeping well since the email arrived. The subject line, "Scholarship Review," had sent a shiver down his spine. He'd known from the moment he opened it.

His knuckles were white as he clutched the worn textbook, the words blurring before his eyes. It was meant for someone else, a student from a disadvantaged background, someone who actually *needed* the money. He'd been the beneficiary of a clerical error, a simple mix-up.

He found himself avoiding eye contact with anyone who mentioned his academic achievements. He'd even started skipping the study groups he used to thrive in. The easy camaraderie, the shared struggles, the triumphs - all felt tainted now. The weight of it settled in his stomach, a leaden ball.

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