He had hoped to avoid the reunion at all costs. But here he was, at the middle school science fair, staring at the woman who had once ridiculed his dreams. Ms. Collins. The words “disappointment” and “lazy” echoed in his mind.

He saw her approaching his son’s table, a smile on her face. He felt his face heat up, his palms begin to sweat. He had failed at science. Would his son suffer the same fate?

He found himself subtly hovering, interjecting his own explanations and clarifications. His anxiety mounted. He was fighting battles long past, in a war he knew he couldn’t win.

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