Rain lashed against the windows of Liam’s workshop. He jammed the chisel harder against the stubborn wooden box, splinters flying. He wanted to get this antique table restored, but the discovery of a metal container beneath the floorboards had thrown a wrench in his already tight schedule. He could barely contain the simmering impatience.

He finally wrenched the lid open, a puff of musty air escaping. Inside, a collection of forgotten trinkets and a childish, hand-drawn map. Liam ran a hand through his hair, the gesture almost violent. He didn't even remember having been *this* age, let alone burying this rubbish.

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