He stared at the dusty, leather-bound journal. His grandmother’s handwriting filled its pages, a chronicle of her life. His Uncle George needed money, and he’d asked him to sell the journal to a collector.

He avoided his uncle’s calls. He found himself avoiding his own reflection in the mirror, as if it would somehow judge him. The silence in his apartment felt oppressive.

He remembered his grandmother reading to him, her voice filled with warmth. The thought of parting with her words was a physical ache. He pushed the journal away, his hands trembling.

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