The attic air tasted of dust and forgotten things. Elias tugged at his collar, the wool fabric suddenly feeling like a noose. Sorting through his father’s belongings was bad enough, a constant parade of grief and the bitter sting of loss. Then he found it: a cheap, stained notebook, the cover scrawled with his father's messy handwriting. *Bucket List*. He flipped it open, a muscle in his jaw ticking.

"Climb Mount Kilimanjaro," he read aloud, his voice flat. He slammed the notebook shut. The man hadn't even hiked the local trails! His father, a creature of routine and comfort, had penned such a ridiculous fantasy. This list was just a fresh wave of irritation. He shoved the notebook into a box marked "Stuff to Deal With Later," and vowed to return to the more practical task of finding the will.

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