The incessant clicking of her coworker's keyboard grated on her ears. It was a rhythmic, maddening tap-tap-tap that mimicked the rapid pulse in her head. John had been bragging about his close relationship with the boss all week. It wasn't fair; she had years of experience in the company!

She slammed her laptop shut with a loud *thwack*. Her breath hitched in her chest. She needed to focus, to channel this… this *energy* into something productive. It was the only way.

She grabbed her phone and scrolled through her texts. Nothing. Her nails bit into her lip as she thought about all the extra work she had done.

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