He had finally managed to carve out some quiet time in his day. The kids were at their grandparents, the house was silent, and he had a rare moment to himself. The peacefulness was instantly shattered by a loud knock on the door.

He opened the door to find Mr. Davis, a clipboard in hand, a cheerful grin plastered across his face. He knew what was coming.

"Morning! Your yard is a real showstopper," he boomed, as though he was a car salesman. "I'm thinking of starting a small garden. My area doesn't have much space. Any chance I could...?"

He felt his temples begin to throb. "I'm in the middle of something. Can we talk later?" He closed the door.

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