The roar of the engine, the smell of gasoline, the thrill of the race – these were his life. He always took his daughter, Emma, to the track. Now, Emma wanted to be a racer. She spent hours in the garage, tinkering, learning.

He’d find himself making excuses to avoid going with her, claiming to have "too much work". He’d come up with reasons why she shouldn’t race, talking about the "danger". He would focus on the risks.

He avoided her eyes when she spoke of her dreams, and when he saw her working on her car, a weight settled in his chest. He saw the excitement, the drive, the pure joy, and something twisted inside him.

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