“This is a disaster,” I muttered under my breath, my voice barely audible above the din. The caterers were circulating with mini quiches, which looked suspiciously undercooked. The flower arrangements were gaudy. And, of course, *he* was here. I felt a surge of heat rush through me.

I gripped my clutch so hard my knuckles turned white. It took every ounce of will not to turn around and stomp away.

I faked a smile, forcing myself to make small talk. It felt like I was living a bad play. The whole situation was utterly absurd.

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