The fluorescent lights of the terminal buzzed, amplifying the general sense of unrest. Kevin had to give a speech at his daughter's school. He'd poured his heart into it, and he was proud of what he had prepared. The delayed flight was a direct challenge to his authority, to his plans.

He gripped his phone tightly. He checked the time, and again. He paced the length of the waiting area. His stomach clenched. He ran through the speech again in his mind.

He went to the window, and pressed his forehead against the cool glass.

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