He stared at the email again. The subject line was still a burning brand on his retinas. The scholarship committee wanted to discuss the “discrepancies.” Daniel felt an icy grip on his heart.

He had always worked hard, striven for excellence. He deserved it, he thought. Now he was in the wrong place, taking a place that could have gone to someone more deserving.

His appetite vanished. He found himself restless, unable to concentrate. The joy he once found in his studies had soured, replaced by a dull ache. He'd skip his classes, he would avoid others, and he would wander.

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