The air in the house was thick with unspoken tension. I’d discovered my husband, Ethan’s, secret account three days ago, and I had yet to mention it. It felt like I was wearing a mask, pretending everything was normal.

He acted like he didn’t have a care in the world. He was humming as he made dinner. He was being so kind, so considerate. I couldn't understand it.

I helped him set the table, my fingers fumbling with the silverware. He reached for my hand and I flinched. The weight of his secret was crushing me.

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