The realtor had neglected to mention the house's history. Emily's fingers tightened on the phone as she re-read the email from her, now ex, friend. She was going to kill her. The fact that someone had been murdered, violently, in the basement, somehow hadn't come up.

She’d just hung up the phone with the mortgage broker, who had cheerfully suggested she "bring the house up to code." She was trying to remain calm. She walked back to the kitchen, where she had been baking, and felt the hot, sticky air.

She wanted to smash something. She gripped the wooden spoon she was holding so hard her knuckles were white. She started scrubbing the floor with an extra vigor.

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