The caterer's call was the final straw. "We're going to need to adjust your order, ma'am, due to a scheduling conflict." James felt a cold chill run down his spine. The 'scheduling conflict' was, of course, the fact that Maya was having a massive barbecue. The same day as his fancy cocktail party.

He ran a hand through his hair, mussing it up even further. He had envisioned a sophisticated evening, with string quartets and artisanal cheeses. Now, all he could picture was empty tables. The sheer injustice of it.

He slumped onto a chair, feeling the weight of the elaborate party plans pressing down on him. A wave of exhaustion washed over him. He felt as if someone had just punched him in the stomach. "Fine," he finally managed to say, his voice strained.

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