The coffee tasted like ash. David had been anticipating this morning for weeks: a study session with Sarah, a girl he'd been awkwardly trying to impress. Now, he felt the need to hide, to disappear. He had been lurking, outside his room, when he saw his roommate, Kevin, emerge with his journal. He knew Kevin was reading it and that the secret thoughts, the private hopes David had written about Sarah, were now out in the open.

“Hey,” Kevin said, approaching him with a casual smile. “What are you up to?” David mumbled something about needing to grab a textbook, then fled. He avoided Sarah, too. The weight in his stomach felt like lead.

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