He found the article while doom-scrolling. *“The Future of Artificial Intelligence: A Revolutionary Approach” by Marcus Cole.* Liam spat out the words, the bile rising in his throat. Marcus Cole. The man who barely knew the difference between Python and a pit viper.

He had developed the core algorithm. He had spent years, sacrificing social life, relationships, sanity itself. Cole had merely seen the potential.

He swiped up, closing the browser. He wanted to smash something. His apartment was too small, too filled with the remnants of his failures. He pictured Cole, the handsome, charming, glib Cole, giving a keynote speech at some tech conference.

He felt a deep, profound ache in his chest. His work. *His* work. Being lauded. Used. By someone who hadn't earned it. He took a long, slow breath. He’d report him. He'd tell everyone. He'd—No.

Liam stared at his hands, his fingers twitching. He knew he'd do nothing.

Emotion: contemptuous

Cluster: Anger / Hostility
PC1 (Valence): -0.40 Negative
PC2 (Disposition): 2.07

Role in Research

This story is one of 1,000 stories generated for the emotion contemptuous. 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 contemptuous stories, after denoising with neutral dialogue baselines, produces the contemptuous emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the contemptuous vector is projected through the unembedding matrix.

Promoted:
C0.502
l0.423
fact0.287
either0.265
👎0.262
Suppressed:
own-0.367
unexpectedly-0.303
serendip-0.265
Suddenly-0.253
previously-0.250