The wind howled outside Mr. Thompson's window, mirroring the storm brewing inside him. Grading essays was a soul-crushing experience. The doorbell rang, and he sighed heavily. It was probably a package for his wife. He dragged himself to the door.

A young man he barely recognized stood there, holding a box. "For Mr. Thompson?" He nodded.

Inside the box was a self-published novel. A large, unwieldy novel, with an amateurish cover design. The title, in a flamboyant font, proclaimed: *The Adventures of Reginald the Rabbit*. The student's name, Alex, was scrawled at the bottom of the title page. Alex, the student who could never spell, the student who had a knack for making a mess. He felt his jaw tighten. He wanted to chuck the book across the room.

Emotion: annoyed

Cluster: Anger / Hostility
PC1 (Valence): -0.59 Negative
PC2 (Disposition): 1.27

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.376
😠0.251
0.249
🤬0.245
fucking0.239
Suppressed:
own-0.352
渗透-0.251
gradually-0.234
unfolding-0.226
超越-0.224