The ramen in the microwave spun endlessly, a sad, oily vortex. Liam kept staring at the timer, even though he knew precisely how long it had left. He should be studying for his History exam, but his brain felt like it was coated in a thick, unwelcome syrup. Each passing second seemed to amplify the tightness in his chest. He’d seen the journal, open, on the floor earlier. He hadn't touched it, of course. His roommate, Mark, was out at a frat party.

The apartment door slammed. Mark stood there, a goofy grin plastered across his face. “Dude, you wouldn't believe it!” he slurred, fumbling for his keys. Liam retreated to his bedroom, the door clicking shut behind him. He didn’t want to see Mark. Not yet. Not at all.

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