The wedding was in three weeks. And now, her fiancé, Mark, announced he was converting to Islam, after a lifetime of atheism. Her mother was already hinting about cancellation. She couldn’t bring herself to disagree, even though every bone in her body screamed otherwise.

She found herself snapping at Mark, over trivial things. The colour of his socks. The way he chewed his food. The smallest things now irked her. She began to spend hours staring out the window, the image of their future together slowly fading into a blur. Her appetite disappeared.

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