The air conditioning hummed, a constant, irritating drone. David kept fiddling with the thermostat, but it did no good. He was trying to explain the complexities of the database migration, but his replacement kept interrupting, asking questions that seemed intentionally obtuse.

He clenched his teeth, trying to maintain a semblance of patience. "As I was saying, the primary key fields need to be carefully aligned," David said, his voice strained. He felt a throbbing sensation behind his eyes.

"But why can't we just use the older version?" the replacement asked, his voice overly bright. David stared at him, the urge to just walk out building inside. He took a deep breath, forcing himself to remain calm.

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