The sunlight streaming through the kitchen window illuminated the dust motes dancing in the air. Sarah glared at the overflowing box her mother had unearthed – a box filled with relics from her childhood. She had been searching for a particular sweater, now lost in a sea of construction paper valentines and half-eaten lollipop sticks. A knot formed in her stomach.

She picked up a crumpled book report, the cover stained with what looked suspiciously like grape juice. She didn't need a reminder of those awkward pre-teen years. The sight filled her with a simmering frustration. She felt a strong urge to get out of the house.

"Honestly, Mom," she muttered under her breath, a sharp edge to her voice. "Why do you need to keep this stuff?"

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