The elevator ride felt interminably long. John, hands jammed into his pockets, avoided eye contact with the other passengers. He stared at the floor numbers ticking upwards, each number a weight bearing down on him. The new compensation structure. He'd seen it this morning. He could hardly believe it. That rookie, Jessica, made more.

He had promised himself a pleasant weekend, something to forget the office, but his mind kept returning to the subject. The smile he gave to his colleagues was curt, the greetings short. He felt a surge of adrenaline, and his heart was racing.

He imagined what he would say when he next encountered Jessica, but the words felt clumsy and the imagined conversation quickly dissolved.

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