The email read: "Property improvements completed. Tree removed." He had dismissed it at first, a vague statement. Now, staring at the barren lot where the maple had flourished, he felt a sudden heat surge through him.

He slammed the laptop shut with a loud crack. Every muscle in his body felt tense. He had carefully cultivated that tree, nurtured it through droughts and storms. It was a tangible link to his past, a reminder of his mother.

He paced the room, his mind racing. He needed to make a phone call, to find answers, to scream, to…to do something. He wasn't sure what.

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