Liam clenched his jaw, the muscles in his face tightening. Mrs. Peterson, his English teacher, had requested to follow him. *Requested*. He imagined her scrolling through his feed, finding something to criticize, or worse, using it against him in class. He could feel his pulse quicken, an unwelcome tempo.

He immediately went to his profile, meticulously reviewing every post. The photo of him flipping burgers at his summer job? Gone. The meme about the library? Deleted. He winced, cringing at the thought of her dissecting his digital footprint.

He slumped in his chair, fingers drumming a rapid rhythm against the desk. He hadn't felt this rattled since the time he'd accidentally spilled coffee on his mom's prized antique quilt. This felt worse.

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