A shiver of unpleasantness went through Emily. It was almost a physical sensation. *Jason Miller* blinked back at her. The name was all it took. She didn’t even need to look at the photo.

She gripped her phone tightly, as if she could physically crush the notification. She wanted to throw it. To stomp on it. To make it go away. The world felt suddenly oppressive, everything too loud, too bright.

She got up and started pacing. Back and forth, back and forth, like a caged animal. She had to get out, she decided. She needed air. She grabbed her keys and slammed the door behind her.

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