Liam found himself staring at the ceiling of his dorm room, unable to sleep. The ceiling seemed to mock him, the cracks and imperfections forming an accusatory gaze. Sleep was impossible. Every time he closed his eyes, he saw the damning text staring back at him.

He replayed the professor's quiet, almost sympathetic tone during the meeting. The memory of the look on his face tightened his chest. Why did he do it? The question repeated, a broken record on repeat.

He hadn’t touched his textbook since. His coursework felt like a heavy weight, pressing him down. He felt a deep sense of separation from the rest of the class.

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