Daniel, arms crossed, stood in the doorway of the spare bedroom, surveying the scene. His mother, her face alight with excitement, was surrounded by stacks of paper, like some kind of paper hoarder. The room smelled faintly of mothballs and something else… old school glue.

He felt a muscle twitch in his jaw. He didn't understand the compulsion. He spotted a folder with his name written on it in careful cursive. A wave of a very particular feeling washed over him.

He cleared his throat. "Can we maybe get rid of some of this?" he asked, his voice strained. The thought of this clutter was suddenly overwhelming.

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