The tiny hairs on David’s arms stood on end. The cacophony of drills and hammering, a symphony of destruction, had begun again. He gripped the edge of the kitchen counter, taking a deep breath. His jaw was clenched so tightly he thought it might snap.

He felt the familiar knot forming in his stomach. The renovation next door, ongoing for weeks, was a persistent, irritating ache. He glanced at the clock, then at his unfinished crossword. He needed peace.

He considered calling the city, again. Instead, he slammed his fist lightly on the counter.

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