The sun was relentless today. The heat felt oppressive, matching the internal heat that simmered within. He’d barely said a word to anyone all morning. His jaw was locked. He kept his eyes locked on the house, as if by staring at it he could somehow prevent it from disappearing.

He felt a sudden, sharp ache in his chest. His breath hitched. He wished everyone would just leave him alone. He wished he could just make it all disappear.

The foreman approached, asking another question. He simply raised his hand, a curt gesture meant to silence him. The silence, however, only amplified the noise of the machinery.

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