The silence in the waiting room was almost unbearable. He could feel the eyes of the other candidates on him, a silent judgment that intensified the unease simmering within. He crossed and uncrossed his legs, the repetitive motion doing little to quell his restlessness.

He glanced at the picture on the wall, a glossy portrait of the company’s founder. He hated the man’s smug expression. He wished he could teleport himself away, disappear.

He heard his name called, and he felt a sudden jolt of adrenaline. He hated that he was feeling this. He had to fake a smile and walk towards the interviewer, but inside, a volcano was about to erupt.

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