The driver revved the engine, the sound a low growl that mirrored the tension coiled in his chest. He knew he shouldn't be here. He'd been gone for years, years he could have spent visiting, helping. He'd prioritized his career, his ambition.

His breath hitched as he watched the first wall crumble. He clenched his fists so tightly his nails bit into his palms. He should have called his mother more often. He should have listened. He was a coward for abandoning them.

The dust swirled, a gray shroud over what had once been a vibrant home. He opened the car door, the action feeling like a surrender. He drove away, the engine's roar filling the silence, a constant reminder.

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