A cold sweat slicked down Leo’s back. He watched from the back of the auditorium, his pulse hammering. The project he'd dedicated his life to, the revolutionary AI, was up on the screen, presented flawlessly by Dr. Aris Thorne, the man who had been his mentor.

Leo’s hands trembled, clenching and unclenching. He felt a deep constricting sensation in his chest. Every slide, every data point, every nuanced argument—it was all his. He had the same code, the same parameters, and the same conclusions, but he hadn't published.

He felt like disappearing. He wanted to go home, to shut the door and never come out again. The applause at the end of the presentation was deafening, a wave of noise that washed over him. He felt the blood drain from his face as Dr. Thorne accepted the praise with a humble nod.

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