The incessant beeping of the machines in the observation room grated on Amelia’s nerves. She hated hospitals. The lights were too bright. The chairs were too uncomfortable. And the constant reminders of her own fragility were the worst of all.

She flipped through the outdated magazines, her fingers tracing the glossy pages with a bored air. Her mind was elsewhere, calculating how much she was missing at work.

A young man entered the room, his face pale and drawn. He slumped into a chair, letting out a heavy breath.

Amelia glanced at him.

"You alright?" she asked.

He just looked at her.

"Here for the same reason I imagine?"

He looked back, and nodded. "This is absurd."

"Tell me about it," she replied, a sudden spark of something, not quite friendship, but some kind of shared understanding, igniting within her. "This whole thing is a farce."

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