He’d sworn he wouldn’t unpack the boxes until he’d secured a job. But, here he was, staring at his childhood bedroom, now plastered with photos of his younger sister’s wedding. The floral wallpaper screamed "childhood." His father, a creature of habit, poked his head in, "Need help with those boxes, son?"

"No, Dad, I got it," Michael snapped, his voice barely concealing the edge he felt. He’d told him a hundred times. He did not need help. Not yet. Not at all.

His hands were tight fists at his sides. He knew he'd need to go into the basement and retrieve the old tool kit if he was to take down the wedding photos. The thought alone was enough to make him feel the familiar throb of a headache behind his eyes.

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