The air in the family home felt charged. Aunt Clara, a lifelong atheist, was now embracing Pentecostalism, much to the bewilderment of her son, a staunch intellectual. He stared at her, uncomprehending. The shock was still fresh.

He kept re-reading Clara's email, over and over, trying to find a hidden meaning, a joke he wasn’t in on. His attempts to explain her new beliefs to others resulted in a stutter and a blush, and a sense that he was somehow responsible for her actions. He found himself avoiding his colleagues, feeling ashamed and as if he'd lost her.

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