The room was behind the kitchen pantry, cleverly disguised. Emily found it while poking around, exploring her new domain. She felt a prickle of discomfort as she pulled the panel open. It wasn't excitement that welled up inside her, but a strange apprehension. She looked around.

The room smelled of old paper and dust. Inside were shelves lined with journals. She shouldn't be reading these. The previous owner was a woman with a similar name, and similar handwriting.

She picked up the top journal and opened it. The words, filled with familiar fears and hopes, felt like a judgment. She closed it quickly.

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