"Just another day," Mark muttered to himself, forcing a smile as he walked into the office. The rejection letter, hidden in his bag, felt like a secret he had to conceal. He'd told his co-workers that he was "working on something," and the shared anticipation had fueled his confidence. He didn’t want to be made fun of.

He found himself avoiding his friend, Sarah. They had bonded over their shared love of writing, and she had been his first reader. He couldn’t face her knowing he'd failed. The silence felt worse than any harsh words. He knew she would be supportive, but that was beside the point.

He stayed late that night, pretending to work, scrolling through social media, seeing all the successes of his contemporaries. His eyes burned with unshed tears. The manuscript had become a symbol of his shortcomings.

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