He found himself pacing his apartment, the hardwood floors creaking under his restless steps. The air felt thick, heavy with a tension he couldn’t quite name. Sarah’s emails, filled with tales of international conferences and high-level negotiations, suddenly felt like a punch to the gut. All this time, she’d been telling him she was a consultant, jet-setting to exotic locales. In reality, she was working at a car dealership, selling used vehicles. He clenched his jaw, replaying their recent conversation in his head. Her voice, so confidently lying, echoed in his ears. He grabbed his phone and started to scroll through his contacts, a sudden, almost violent urge to do something, anything, to break the stifling atmosphere.

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