The sheer volume of it was staggering. Jake stood in the middle of his childhood bedroom, now repurposed as a storage space, staring at the boxes. His mother had been at it for hours, pulling out assignment after assignment. The scene was overwhelming.

He sighed, running a hand through his hair. He felt a heavy weight pressing down on him. A particularly embarrassing drawing of a monster, complete with misspelled words, seemed to mock him from a folder. He closed the folder. This was too much.

“Mom,” he said, his voice laced with a weariness that belied his true feeling, “can we maybe take a break?”

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