The aroma of freshly baked bread filled the air. He stood in his kitchen, staring out at the vibrant green lawn. The small, scruffy mutt, Buster, was there again, nosing around his prize-winning tomatoes. He gripped the edge of the countertop, his knuckles white.

He should have said something sooner. He had seen the dog sneaking through the overgrown hedge for weeks. He’d simply ignored it, assuming someone else would do something. He hadn't wanted to cause a fuss. He wanted to be a good neighbor, though, the dog was beginning to eat his vegetables!

He took a deep breath, steeling himself. He would go talk to the owners.

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
탓0.354
been0.323
ashamed0.319
Suppressed:
de-0.400
(!)-0.279
la-0.276
😍-0.274
"!-0.264