Thomas slammed the car door a little harder than necessary. He knew this was wrong, the deception he'd carried for so long. He wasn't sure why he had never questioned his mother’s evasiveness about his dad's travels, but he should have. Now, the revelation. A sister. His sister. He knew the feeling of being the only child, the freedom and the burden. Did she feel that too?

He headed inside, the key fumbling in the lock. The house seemed to echo with a silence he hadn't noticed before. He slumped onto the sofa, the leather cool against his skin. He couldn’t look at his mother. Not yet.

He’d booked a flight, a ridiculous last-minute purchase, to the city where she lived. What would he say? Would she hate him? Would she understand that he had been as much in the dark as she was? He felt a crushing weight upon his chest. He felt he needed to find her.

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