The review sat on the counter, a crumpled testament to his culinary failings. Chef Antoine shoved a hand through his already disheveled hair, the action more violent than necessary. The critic had savaged his bouillabaisse, calling it "a watery imitation" and the accompanying aioli "an insult to garlic." His jaw clenched. He surveyed the pristine kitchen, the gleaming stainless steel reflecting his own discontented face. He could practically feel the blood pulsing in his temples.

He slammed the lid on a pot, the metal reverberating through the otherwise silent kitchen. He stalked towards the walk-in refrigerator, each step heavy. He grabbed a head of Romaine, ripped it apart with a ferocity usually reserved for butchering a whole lamb. He threw the leaves into the sink with a sigh.

The staff had learned to give him a wide berth this morning. Even Marco, usually the most cheerful of the kitchen hands, kept his head down, meticulously chopping vegetables. Antoine grunted a response to Marco's hesitant "Good morning, chef," not bothering to meet his eyes. He wished they would all just leave him alone. He needed to be left to his own devices.

Emotion: grumpy

Cluster: Anger / Hostility
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion grumpy. 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 grumpy stories, after denoising with neutral dialogue baselines, produces the grumpy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the grumpy vector is projected through the unembedding matrix.

Promoted:
👎0.232
either0.230
😠0.227
C0.226
:(0.216
Suppressed:
超越-0.206
newfound-0.197
স্বীক-0.195
खोले-0.192
অপহরণকারীদের-0.184