The envelope trembled in Amelia’s hand. She’d known, of course, a little whisper from her father’s past, a shadow she’d dismissed as a youthful indiscretion. Now, staring at the return address, it was undeniable. Her stomach churned. A half-sibling, a fully grown woman with a life, a history, she knew nothing about. She ran a hand through her hair, the strands catching on her lip piercing. Why hadn’t her father told her? It felt as if she had been complicit in a secret, a betrayal of someone she hadn’t even met.

The letter lay unopened on the kitchen table, a silent accusation. She made herself a cup of tea, the clinking of the mug against the saucer too loud in the sudden quiet. She knew, if she opened that letter, the life she knew would irrevocably change. The thought weighed heavily on her.

Later that evening, she found herself staring at her own reflection. She saw her father’s eyes, his crooked smile. Was this her fault? Had she somehow benefited from this hidden life? She felt a profound and unsettling sense of displacement.

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