The tiny, cramped seat seemed to shrink further with each passing delay announcement. David stared out the window at the empty runway, a profound sense of helplessness washing over him. His daughter’s graduation ceremony was happening right now. He had promised her he wouldn't miss it.

He could feel a throbbing ache in his temples, a headache blooming into full force. He rested his head against the cool glass, his breath fogging the window. He wanted to scream. Instead, he took a deep, ragged breath.

He fumbled in his pocket for his phone, and opened up a family photo on his phone, and just stared.

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