A tremor ran through Sarah’s hand as she reached for her lukewarm latte. She squeezed the cardboard cup, her knuckles white. Across the table, a man with overly-gelled hair was detailing his latest business deal, a mind-numbingly boring monologue that stretched on and on. She checked her watch again. Fifteen minutes past the agreed time. He, or rather *they* were late. Then, the door opened and in strode the man she'd been expecting, arm-in-arm with another woman. Both were smiling like they had won the lottery. Sarah bit the inside of her cheek until she tasted blood.

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