The air in the spare room was close and still. James ran a hand through his hair, leaving it standing on end. He was supposed to be relaxing. The task of clearing out his uncle's house, however, was proving anything but relaxing.

The letter, creased and worn, sat amongst a pile of receipts and unpaid bills. It was penned in a rapid, almost frantic script, and the ink had bled slightly, blurring the edges of some of the words. He found himself squinting, trying to make sense of the hurried handwriting.

The letter detailed his uncle's reasons for leaving a job James had never known he'd held. It was full of grievances, criticisms, and a simmering frustration that seemed to leap off the page. He wanted to understand this man more. He was finding himself feeling strangely overwhelmed.

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