The notification buzzed, a tiny digital mosquito in the otherwise quiet evening. Sarah nearly dropped her mug of herbal tea. *Mark Henderson*, it read, a name that conjured images of scraped knees and stolen lunches. She glared at the screen. The audacity! After all these years. She snorted, a sharp, involuntary sound.

She tapped the profile. There he was, looking all grown up and successful in a suit. Smirking, she imagined. She tossed her head back, the movement a clear sign of her mood, and began to scroll. Vacation pictures, baby photos, the whole shebang. Seriously, what was the point of all this?

She huffed a breath, the steam from her tea briefly fogging her glasses. Deciding to ignore it, she closed the laptop with a definitive *thunk* and returned to her book, but the words seemed to blur. She couldn't shake the feeling of being watched, even if it was just from a screen.

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