The phone vibrated on the table, displaying the recruiter's name. He let it ring. He’d been expecting this. He knew who’d got the job. He was not looking forward to the conversation.

He took a large swig of his lukewarm tea, the taste like something he’d left behind in the fridge for weeks. He stared at the ceiling, trying to collect himself. He wasn’t going to beg, he wasn’t going to show weakness.

The phone buzzed again, followed by another. He felt a throbbing sensation behind his eyes. He stood up, knocking over his chair. He hated that chair. He went outside for a walk.

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