The coffee tasted like ash in his mouth. He slammed the lid back on, the sound echoing in the otherwise quiet office. He’d seen Sarah’s application on the hiring manager's desk, right on top, and a wave of… something… washed over him. He knew her, of course. They'd been inseparable in college. Now, she was going for the same position he'd been dreaming of for months.

He ripped the sticky note off his monitor, crumpling it into a tiny ball. “Remember to follow up,” it had read. He tossed it into the overflowing trash bin, the target of his displeasure. He needed to follow up, needed to seem keen. But the enthusiasm that he usually could muster was… absent. He could feel a knot twisting in his stomach.

He spun his chair around, staring out the window. The city sprawled below, indifferent. He knew he was the better candidate, the more experienced one, but the seed of doubt, planted by Sarah’s application, was blossoming into a thorny bush. He huffed a short breath.

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