Liam slammed the lid of the box shut, the sound echoing in the otherwise silent study. His grandfather’s things, supposedly sorted, were a jumbled mess. He ran a hand through his hair, already feeling the familiar throb behind his temples. This was the third box of paperwork he'd gone through, and each one seemed to be designed to make his already lengthy task even worse.

He pulled the offending letter from under a pile of old tax returns. His grandfather’s signature was scrawled with a certain vehemence. He picked at the paper. The date at the top of the letter was from before Liam was born. The letter detailed the unfair practices of a small shipping company. He could feel heat creeping up his neck.

The phrasing in the letter was verbose, overly dramatic, almost theatrical. He pictured his grandfather, a man of few words, actually *writing* this tirade. The man had had a life before him, it seemed.

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