Eliza slammed the newspaper onto the counter, the headline screaming, "Cuisine Catastrophe at 'The Salted Spatula'!" Her face was flushed, her hands clenched into fists. She felt a knot in her stomach, a heavy ball of unease that threatened to suffocate her. The review, a scathing indictment of her signature seafood risotto, felt like a personal attack.

She avoided eye contact with her staff. She felt as though she had let them down. They worked so hard, and now she'd brought their efforts to ruin. She busied herself with mundane tasks, chopping vegetables with excessive force. The rhythmic thud of the knife against the cutting board served as a poor distraction.

Later, she found herself staring at the empty tables, the vibrant atmosphere she had once cultivated replaced with a chilling emptiness. She imagined her grandmother, who had taught her everything, shaking her head. The thought was unbearable.

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