"Excuse me," Clara said, her voice a low, controlled growl, "but I believe there's been an error." The receptionist, a girl with bright pink hair, looked up from her magazine, eyes wide. Clara's fingers were drumming a frantic rhythm against the counter.

The doctor, it turned out, had been looking at the wrong file. The one on Clara’s desk was the wrong one, and the one on his desk belonged to someone else. The sheer incompetence of it all was… infuriating.

Clara imagined the weeks of wasted time, the lost productivity at work, the extra trip to the clinic. She took a deep breath, trying to regain her composure, but the knot in her stomach wouldn't loosen.

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