The small, handwritten note, nestled inside her lunch bag, seemed innocuous enough at first. Until she saw the familiar handwriting and the phrase that sent a knot forming in her stomach. “Chapter 12: The Breakdown.” It was from her partner, Liam.

She clenched her jaw, feeling a tight pressure in her chest. She grabbed the note, tearing it to shreds, one piece at a time. The office felt stifling. She couldn't focus on work.

She took a long, deep breath, trying to steady herself. Then, she opened her email inbox.

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