He knew what was coming. It always did. The first indication was the surveyor’s truck, parked with its flashing lights. Then, the inevitable knock at the door, the cheerful neighbor, asking if he could “just have a quick chat” about property lines.

Now, here they were, the fence posts rising like wooden tombstones. Thomas was standing at the window, watching the process, his shoulders tense. His mouth was set in a tight line.

He clenched his teeth, the muscles in his jaw aching. He turned away, and poured a heavy shot of whiskey.

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