Rain lashed against the windows of Mrs. Gable’s classroom, mirroring the grim mood settling over her. Another parent-teacher conference, another litany of complaints about the same issues. Just as she was bracing herself for the final parent, a delivery man appeared, a large, clumsily wrapped package in his arms. She signed for it, her pen scratching loudly against the clipboard, the sound amplified in the otherwise silent room.

She ripped open the paper with a frustrated tug. Inside, nestled amongst a mountain of crinkled tissue paper, was a brightly colored, overly-ornate ceramic cat. Its eyes were disproportionately large and its grin stretched unnaturally wide. A card fell out, scrawled with a familiar, bubbly handwriting. *To my favorite teacher! From Bethany!* A wave of irritation washed over her. Bethany, the perpetual daydreamer, the student who could never remember to bring a pencil.

The cat now sat on her desk, a garish reminder of a student she’d tried, and failed, to reach. She wanted to hurl it out the window.

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