"Bloody hell," muttered Daniel, rubbing at his temples. He'd been looking forward to this book all week, a thriller by a new author he’d been following online. He'd finally found a used copy at a reasonable price, and now… a folded piece of paper, thick with what looked like dried blood, fell into his lap.

He recoiled slightly, a shudder running down his spine. The paper was covered in frantic scribbles, mostly unintelligible. *They're watching… can't trust anyone… the truth is…* He tossed it aside, fighting down the urge to scrub his hands raw.

He slammed the book closed. He was so looking forward to his book, and he'd been deprived of that pleasure. He tossed it onto the sofa and decided to watch something mindless on television.

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