The first email was from a colleague, congratulating him on the success of his new book, *“Decoding the Human Genome.”* Then came another, and another, all singing the praises of Dr. Aris Thorne. He nearly choked on his morning coffee.

It wasn't his book. It was his manuscript. He'd spent years on it, pouring over scientific papers, fighting the constant self-doubt. Thorne, his supposed mentor, had simply taken it.

He closed his eyes, the image of Thorne’s face, always so smooth, so calculating, seared behind his eyelids. The man had a knack for charming people, a way of appearing brilliant, even when he was just repeating someone else's work.

He slammed his fist on the desk. The pain was welcome. It grounded him. He felt an intense desire to expose Thorne, to reveal the truth, but then thought of the probable fallout. A bitter taste coated his tongue.

He turned on his computer, clicked on the document. He would read every single paragraph. He would find any errors, any slight inaccuracies. He would have to.

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