The air in the garage was thick with the scent of motor oil and regret. "Build a classic car." His father's dream. David had scoffed at the idea, called it a childish hobby. He’d inherited his father's tools, meticulously organized, untouched. The list, laid out on the workbench, became a judge.

He picked up a wrench, feeling the cold metal against his palm. He knew nothing about cars. He’d spent his life chasing practicality, ignoring his father's passions. His cheeks burned with a heat he couldn't explain. He kicked a tire, the action releasing a frustration he couldn't control.

Emotion: ashamed

Cluster: Shame / Guilt
PC1 (Valence): -1.97 Negative
PC2 (Disposition): 1.06

Role in Research

This story is one of 1,000 stories generated for the emotion ashamed. 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 ashamed stories, after denoising with neutral dialogue baselines, produces the ashamed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the ashamed vector is projected through the unembedding matrix.

Promoted:
S0.376
ashamed0.344
ness0.327
逃0.297
😞0.295
Suppressed:
de-0.539
que-0.300
😍-0.288
(!)-0.269
🀩-0.242