The message notification lit up, the words "Marcus Bell sent you a friend request" displayed on a screen. I stared at the name, a cold wave washing over me. My hands started to tremble.

We weren't just schoolmates, we'd been neighbours. I'd seen him on his worst days. I'd watched him pick on younger kids. I never said a thing. I remember his dad's stern face, and my own fear.

I had always considered myself a good person. Hadn't I? Now, my own inaction felt like a stain I couldn't wash away.

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