Rain lashed against the window, mirroring the storm brewing inside him. He was stuck in rush-hour traffic, late for the presentation, and his tie felt like a noose. His phone buzzed, vibrating insistently on the passenger seat. He glanced at it, expecting another work email. The screen read: "Hey babe, forgot to pick up the cat food. Can you grab some?" A wave of pure frustration washed over him. That was for his ex, Emily, not his current girlfriend, Susan. He swerved the car slightly, his knuckles white on the steering wheel, and typed a quick, curt reply to Emily while muttering under his breath.

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