He let out a short, sharp bark of laughter. Then, he ran a hand through his hair, leaving it standing on end. It was always *something* with the Gordons. The maple in their yard had finally given way and now, their debris was covering his pool cover.

His teeth clenched. He'd been looking forward to a relaxing afternoon, and now? Now this. He imagined the phone calls, the paperwork, the whole frustrating process.

He kicked a pebble across the lawn, the motion filled with a suppressed energy.

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