The fluorescent lights of the clinic hummed, a relentless, irritating drone. Sarah tapped her pen against the hard plastic of the waiting room chair, the sound echoing in the otherwise silent space. She glanced at the clock for the tenth time in as many minutes. Another half-hour, at least, before the doctor finally saw her. She shifted, the stiffness in her joints a constant, unwelcome reminder. This whole process was a monumental waste of her time.

A man, mid-fifties, with a shock of unruly grey hair, sat across from her. He cleared his throat. "Terrible wait, isn't it?"

Sarah just grunted, not meeting his gaze. She pulled out her phone, scrolling through emails she'd already read twice. The tiny screen felt oppressive in her hand.

“So, you here for the bone density stuff, too?” the man asked.

“Look, I’m waiting, just like you,” she snapped, her voice sharper than she intended. She wanted to be left alone.

The man flinched, but then, surprisingly, he chuckled. “Right. Sorry. My name’s Arthur, by the way. This whole thing makes me feel… well, like I could explode.”

She finally met his eyes then, something flickered. “Yeah. Me too.”

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