Dust motes danced in the late afternoon sun as Amelia wrestled the shovel into the stubbornly compacted earth. A glint of metal caught her eye. *Great,* she thought, wiping sweat from her brow. More digging. She'd been looking for a lost sprinkler head, not some buried treasure. Her back ached, a low thrum of frustration building in her chest.

She scraped away the remaining dirt, revealing a tarnished metal box. The lid was held fast by rust. With a grunt, she pried it open, the hinges screaming in protest. Inside, nestled amongst yellowed newspaper, was a collection of bizarre objects: a cassette tape, a lava lamp, and a sealed letter addressed to… herself. *Seriously?*

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