“Mrs. Harrison is your teacher? Really?” Michael exclaimed to his son, his voice tight.

His son, completely unaware of the implications, nodded enthusiastically, babbling about how “nice” the teacher seemed. Michael felt a sudden urge to pace.

He stared out the window, picturing the teacher he remembered. The woman who had consistently told him he wasn't bright. He felt a familiar hollowness in his chest.

He needed space. He muttered something about making dinner and retreated to the backyard.

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