This time, it was Martha who noticed the intrusion. She glared out the kitchen window, her hands still covered in flour from kneading dough. The fluffy white dog, a cloud of fur and mischief, was rolling in her prize-winning petunias. Martha swore under her breath, a low rumble that vibrated in her chest.

She gripped the counter, knuckles white, and thought about the hours she'd spent in the hot sun. This was the third time this week. With a huff, she reached for her gardening gloves.

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