The gleaming sports car in the driveway mocked Leo's every step. He’d inherited it. His sister, Clara, had inherited their parents’ small, struggling bookstore. The will was clear: she got the tangible legacy, the scent of old paper and the quiet comfort of the shelves. He got the flash and the speed.

He ran a hand over the polished hood of the car, feeling the smooth metal under his fingertips. He should be thrilled. He had always yearned for the freedom and the roar of the engine. But the echoing silence of Clara’s bookstore, the look on her face when he’d driven away from the reading of the will, stuck with him like a shard of glass.

He knew she had desperately needed funds to keep the store alive, but now she was left with nothing but old books while he cruised the streets in his sleek new vehicle.

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