The pharmacy was crowded, the line snaking through the aisles. Liam tapped his foot impatiently. The pharmacist was moving at a glacial pace, and the wait was excruciating. He’d barely made it through the day as it was.

He adjusted the strap of his backpack, feeling the weight settle on his already aching shoulders. He needed to get home. He had no energy for this.

He noticed a woman standing a few people ahead of him, also visibly distressed. She was muttering under her breath.

He leaned forward. "This is a joke, right?" he said under his breath.

She turned to him, her eyes narrowed. "You wouldn't happen to be here…?"

He sighed. "Yeah. The endless wait, the same old routine. It is."

She shook her head. "I know."

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