The aroma of freshly baked cake usually lifted his spirits. Not today. John stared at the frosted masterpiece, the centerpiece of his '80s-themed roller disco birthday party. He had poured his heart into it, but now? Now, it felt like an insult. On the same day, his neighbor, Mark, was throwing a huge outdoor concert.

He sighed, the air escaping his lungs in a frustrated rush. The music, the lights, the carefully planned playlist… all felt pointless, doomed. The expensive roller skates gathering dust.

He crossed his arms, and a deep frown settled on his face. He felt a sense of… injustice. The room spun around him a bit.

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