The aroma of freshly brewed coffee filled the house. He forced himself to join his father at the kitchen table. His father looked up at him, a half-smile on his face. He averted his gaze.

He felt a sudden, sharp pang of regret. He was no longer the independent man he had strived to be. He was a shadow of his former self, reliant and dependent. The coffee burned his tongue. He mumbled something about needing to find a job.

He did not believe it. He would not look his father in the eyes.

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