"Honestly," growled Arthur, pushing his glasses further up his nose. He’d just settled into his favorite armchair, a rare moment of peace after a day of dealing with the public. The book, a biography of Charles Darwin, seemed to crackle with anticipation in his hands, but then… a folded piece of paper fluttered out.

He picked it up, feeling a prickle of irritation. It was a poorly drawn map, smudged with what looked like coffee stains. *X marks the spot.* Really? Treasure hunting? In *his* book? He huffed, a breath that ruffled the fringe of his meticulously styled hair.

He crumpled the map in his fist, considering, for a moment, simply throwing it away. The chair was perfect, the book was perfect, and the evening was perfect… *was.* He took a deep breath, re-opened the book, and scanned through the biography of Charles Darwin.

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