The worn, leather-bound journal lay open on the desk, its pages filled with his mother's elegant handwriting and pressed flowers. He held onto it. His sister, Olivia, inherited the family's vast collection of rare books and manuscripts. The journal was the only thing his mother had ever wanted to share with him.

He closed his eyes, remembering the reading of the will, the way Olivia's face had softened, her fingers brushing her cheek. She was meant to have it, to appreciate the stories, to understand the depth of their mother’s soul. He should be glad.

He looked at the journal, the weight of responsibility crashing down on him. The knowledge that he was keeping it, a selfish act, made his chest constrict.

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