The afternoon sun streamed through the window, highlighting the dust motes dancing in the air. Martha felt a familiar pressure in her temples. She was supposed to be preparing dinner, but her mother had called asking her to sort through some old family photos. She picked up an old photo album and it fell open. A letter slid out.

It was addressed to her grandmother, and in her own adolescent scrawl. She unfolded the paper, its edges worn thin. "Dear Grandma, I am so..." The words seemed to jump off the page, each one a jab. Her fingers tightened on the paper. She hated this.

The letter fluttered to the floor. The entire exercise was making her… twitchy. She turned and walked toward the kitchen, already reaching for the wine.

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