Her stomach twisted as she read the byline. "The Ultimate Guide to Wilderness Survival," written by "Robert Davies." She felt a sudden, sharp stab of pain in her side. She had spent months hiking, camping, and writing that guide. She clenched her fists, her knuckles turning white.

She stood up abruptly, her chair scraping against the floor. She began to pace, her movements jerky and erratic. She felt a buzzing in her ears. Each step was accompanied by a building sense of resentment. She felt a strange buzzing in her ears, a constant reminder of the injustice that had been committed.

She grabbed her phone and dialed the number of her editor, her hand shaking slightly. She would make sure that this was rectified. Immediately.

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