The click of the knitting needles, the feel of the yarn sliding through her fingers, were her sanctuary. Her hobby had always been the one constant in her life. Now, her daughter, Clara, was now knitting. She was actually good. She was better than her.

She would be distant and aloof. She would tell Clara she was busy, that she didn't have time to help. If she was in the same room as Clara, she would be unhelpful, and stare at the yarn and needles.

The sight of Clara's creations, the colorful scarves and hats, filled her with a strange, inexplicable ache. She would sometimes pick up her needles, but put them down, as if her hands wouldn't work.

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