The flickering fluorescent lights of the storage unit cast long, dancing shadows, making the cramped space feel even more oppressive. David tapped his foot impatiently. His wife, Maria, had insisted on this, saying it was a good way to "declutter." He was not a fan of decluttering. He found a shoebox overflowing with letters, among other things. He sighed, a sound that carried the weight of a thousand sighs.

He picked up a letter addressed to his then girlfriend, now his wife. His teenage handwriting was barely legible. He opened it and started reading. "My dearest Maria..." he began. The words felt foreign on his tongue. He had to physically restrain himself from ripping it in half.

He gritted his teeth, the muscles in his jaw working overtime. “I feel like she just doesn’t understand me…” he read. The teenage melodrama was making his skin crawl. He tossed it back into the shoebox with a forceful flick of the wrist. He'd never felt so... irritated. He needed air.

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