"Reunion, huh?" Mark’s wife, Emily, read the invitation aloud. He didn't meet her gaze. He was staring out the window at the rain, but seeing only the shadows of his past.

He busied himself with mundane tasks, scrubbing the kitchen counter, rearranging the spices. He avoided Emily's eyes and dodged the topic of the reunion. Any mention of it triggered a tight, uncomfortable feeling in his chest.

Later, he found himself staring at his old yearbook, tracing the names of faces he’d sworn to forget. A bitter smile touched his lips. He was certain to be the subject of gossip.

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