The notification, "Brian Miller wants to connect," appeared on her phone. Sarah dropped the phone on the bed, her face paling. The simple words felt like an accusation.

She felt a phantom pain in her side, recalling Brian’s physical assaults, how he'd push her into the lockers, how he would tell her she was not good enough. She remembered the fear, the isolation. She had never said a word, never told anyone.

She closed her eyes, remembering her inaction. She'd been too embarrassed, too weak. She heard herself whisper a quiet apology. Her throat felt tight.

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