From the moment the DNA results came back, Sarah felt as if she was living in a distorted mirror. Her entire childhood, her sense of self, warped. The sudden appearance of a brother, a man she never knew existed, brought a sharp and painful clarity. The casual mentions of her absent father, the vague explanations of his infrequent visits, now seemed like deliberate omissions, blatant fabrications.

She found herself avoiding her mother, the woman who had always been her rock, the woman who was also complicit in this elaborate cover-up. The air hung thick with unspoken words. Sarah felt every breath. She started to clean. She cleaned everything. The more things she cleaned, the worse she felt.

She sat in front of the television, but the images danced across the screen without registering. The house seemed too quiet, too empty.

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