The tightness in Clara's shoulders was a familiar sensation. Ever since James started learning German, their apartment had become a linguistic battlefield. He would constantly use the language, even when it was clearly unnecessary.

He tried to use a complex phrase when asking her to hand him a plate at dinner. Clara sighed, placing the plate in front of him with extra force. She didn't respond for a long time.

"Did you know," she finally asked, her voice dangerously calm, "that there are other words you can use for "plate"?"

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