Eliza ran a hand across the cover of a faded, red notebook. Her mother's handwriting, still neat and precise, filled the pages. Her first grade notebook! She flipped through the pages.

The small print, the meticulous organization, the sheer volume of saved materials was… too much. She’d tried to distance herself from her mother’s relentless efforts. Now she had to face it, to acknowledge it.

She recalled the countless times she had rolled her eyes at her mother's persistent inquiries, at the constant offers of assistance. She closed her eyes. It was a pressure she had never been able to relieve.

She slumped back in her chair, a strange buzzing in her ears.

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