The sun beat down on Sarah's face as she watched the fence builders. She had agreed with her husband's proposal to allow the installation of the fence. Her heart, however, felt heavy. The children on the other side of the fence had always been so welcoming. They used to play together every afternoon.

The shared laughter of children used to fill her ears but was now replaced by the rhythmic thud of the hammer. A strange, almost physical, ache bloomed in her chest. She found herself avoiding eye contact with the young ones when they were outside, her smile faltering, her greeting barely a whisper.

That night, she couldn't sleep. The silhouette of the fence against the moonlight seemed to loom, a tangible barrier to a joy she knew she'd helped to erode.

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