He paced the small apartment, the worn rug offering no solace to his agitated steps. He hadn't slept well the night before. He kept seeing the interview panel, smiling at Chloe, his longtime friend, at the imagined ease with which she’d field their questions.

He picked up a framed photo of them together, grinning goofily at a college party. He almost threw it. He set it down, instead, carefully, precisely. He ran a hand through his already dishevelled hair. He found himself imagining a thousand tiny scenarios, each one with him losing.

He grabbed his phone, ready to call the recruiter for an update, then put it back down. No, that would seem desperate. But the silence in the apartment pressed in on him, suffocating. He wanted to scream.

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