The thrumming in his temples was getting worse. This was the third time this week, at least. He stared at his phone. The notifications buzzed with the words of his native language, which his partner, Ben, was now using.

Ben, usually a terrible cook, had made dinner that night. He had spoken, in the language, about the food. He had served it, and smiled.

He got up and left the table, pushing his chair back with an audible scrape. He did not say a word.

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