The weight of the old house pressed down on him, and the family photos on the wall seemed to mock him. His sister, Rose, the owner of a successful chain of restaurants, could barely contain her excitement. She was going to start expanding. The lawyer continued, "And for Samuel, a collection of old cookbooks and a small, unprofitable garden."

Samuel stared at the lawyer, then back at Rose, who was now texting someone on her phone. He imagined himself, pulling weeds, his hands covered in dirt, while she was travelling. He knew he'd have to make the most of it. He sighed softly and ran a hand through his hair.

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