I'd poured my heart and soul into that soufflé. The critic called it "a culinary disaster." I, Chef Camille, threw the review on the floor and then kicked it. It slid across the gleaming tiles of the kitchen, as far away from me as possible. I needed to focus. The next shift was starting soon, and the reviews, I knew, didn’t define me or my passion for cooking. I took a deep breath, went to the fridge, and pulled out my ingredients.

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