Chef Antoine slammed the review onto the stainless steel countertop, the metal ringing with the force. He read it again, the words – “bland,” “uninspired,” “lacking nuance” – blurring before his eyes. His jaw clenched. He snatched his phone, intending to call the critic, to give him a piece of his mind, but then, he stopped. He instead threw the phone on the counter and began scrubbing the already spotless countertop with such vigor that his knuckles turned white. The review, now crumpled in his fist, remained untouched.

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