He stared at the blank walls of the spare bedroom, the very room where… the news report flashed in front of his eyes. He’d planned to use the room as his art studio, but now, he couldn’t bring himself to even enter it. A sense of unease filled him. He replayed the scene in his head again and again. He found himself compulsively cleaning, scrubbing at every surface, as if he could erase the past through sheer force. He’d try to distract himself by watching sports, but the adrenaline only exacerbated the feeling. He found himself avoiding his neighbors, fearing they could see the stain that he could not wash away.

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