The university bookstore was a labyrinth of books and eager faces. Liam, a graduate now, had stumbled upon his essay’s appearance in the “College Admissions Handbook.” He'd seen the book, knew it existed, but to find his words inside of it was another matter entirely.

He stood in the aisle, frozen, staring at the cover. He felt a strange tingling sensation, almost like a buzzing. It didn't feel like pride. It felt more like a mocking echo of his past self.

He picked up a copy, flipped it open, and skimmed his words. They were still there, still the same. He put the book back on the shelf, his jaw set in a hard line. He walked away, feeling a subtle itch in the back of his mind.

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