The kitchen. The listing showcased the kitchen, gleaming and modern, a stark contrast to the way it used to be. The memories flooded back: the smell of his mother’s cooking, the sound of laughter, the arguments. He felt himself shrinking.

He had promised to help his parents. He had said he’d be there. He hadn’t. He had made excuses. Now, looking at the picture of the pristine kitchen, he felt a crushing sense of inadequacy.

He pushed away from the computer, the chair rolling back on the linoleum. He felt the cold floor beneath his bare feet. He needed to move. He needed to… He didn't know what he needed.

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