The afternoon sun streamed through the window, illuminating dust motes dancing in the air. John avoided eye contact as he entered the apartment, his shoulders hunched. His journal. He'd seen it. On the coffee table. Open. His roommate, Michael, was sprawled on the couch, watching TV.

John picked up his phone, feigning interest in a text message. He couldn’t speak. The casual air of the room felt oppressive. Every word, every shared glance, now held a new, uncomfortable weight. He felt sick.

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