Rain lashed against the attic window as Daniel sifted through his grandfather's belongings. He'd avoided this for weeks, the task a constant weight on his chest. A leather-bound journal tumbled out of a forgotten trunk. Inside, a pressed flower and a letter, carefully preserved.

The letter was from his grandmother, written during the war. It spoke of a love she’d kept secret, a pre-marriage affair. Daniel slammed the book shut, the sound echoing in the confined space. He should have told his own father, but the old man’s heart couldn’t handle bad news. He hadn't wanted to cause him pain. Now, the weight of the secret felt suffocating. He moved to the window, the cold glass a small comfort against his heated skin.

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