The shovel bit into the ground with a rhythmic thud, each strike a frustrated punctuation mark. He had been planning to relax this afternoon. Now, he was sweating, his back aching, and staring at a metal box that he didn't even remember burying. He threw the shovel to the side with a clatter.

He crouched down, forcing the lid open. Inside, a collection of things. A stuffed animal. A collection of old comic books. A note penned in a language that seemed alien to him. He slammed the lid shut, the sound echoing in the stillness.

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