The metallic clang of the tow truck was still echoing in Amelia’s ears. She stared at the empty space on the gravel, where her beat-up Subaru had been. Empty. She'd been so sure she could get away with it, that she could keep the expired tags a secret for just one more week. Now, the hefty fine loomed, a physical weight in her stomach.

She ran a hand through her hair, the strands catching on her chipped fingernails. A wave of nausea washed over her. It was stupid. She was stupid. Why hadn't she just taken the ten minutes to renew the damn registration last week? Now, she'd have to explain to her boss why she was late, again.

Amelia kicked a pebble, sending it skittering across the driveway. The sun, suddenly harsh, seemed to mock her. She wished she could rewind time, go back to last Tuesday, and just… do it right.

Emotion: regretful

Cluster: Shame / Guilt
PC1 (Valence): -1.62 Negative
PC2 (Disposition): 0.76

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
L0.801
S0.774
H0.513
0.479
been0.473
Suppressed:
de-0.407
--0.320
随后-0.317
(!)-0.310
oldukça-0.301