The restaurant owner gushed, “This ‘Spicy Shrimp Scampi ala Giovanni’ is a sensation! Everyone raves about it!” Margaret, the cook, felt a tremor in her hand as she continued to stir the risotto. Giovanni. She almost laughed.

She had spent months perfecting the recipe, carefully adjusting the flavors, testing different shrimp varieties. She had called it "Margaret's Marvelous Scampi." She had even put it in the local newspaper.

The owner's oblivious joy felt like a personal affront. She stabbed at the risotto with her spoon, as if she could physically punish the dish for the injustice. The heat in the kitchen seemed to intensify. She wanted to quit, right then and there.

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205