He found it tucked beneath the mattress, a spiral-bound notebook filled with scrawling handwriting. The title, "The Ballad of Bartholomew," seemed innocent enough until he flipped it open. His stomach churned as he read the first few lines, a clumsy, but unmistakable, portrayal of himself.

A vein throbbed in his temple. He slammed the notebook shut, the sound echoing in the silent apartment. He didn't want to admit it, but he felt a rising sense of indignation. This was about him, wasn't it? Every detail, from the way he chewed his toast to his inexplicable fondness for dad jokes, was laid bare.

He marched to the kitchen, where his partner, David, was humming cheerfully, preparing breakfast. "Care to explain this?" he asked, holding up the notebook.

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