Her breath hitched as she scrolled through the website. Her article, "The Future of Sustainable Energy," was published. Under the name "Marcus Thorne." Her fingers clenched into fists. She felt a growing heat behind her eyes, a pressure that was steadily increasing.

She blinked rapidly, struggling to keep her composure. She reread the article, each word, each phrase, a painful reminder of the hours she had invested. She felt a profound sense of violation, as if someone had broken into her home and stolen her most treasured possessions. She took a deep breath, trying to calm her racing heart.

She slammed the laptop shut with a decisive click. She needed to do something, anything, to release the tension that was building inside her. She headed to the kitchen, seeking solace in a cup of chamomile tea, but even the soothing aroma failed to calm the storm raging within.

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