The carefully crafted Italian phrases, written in beautiful calligraphy on a notepad, were an affront. He knew he should be flattered, but all he felt was this inexplicable… pressure. He had been practicing the language for months. This felt like a betrayal.

He watched her meticulously copy the words, her brow furrowed in concentration. When she looked up, expecting his praise, he only nodded once, his face impassive. He turned away, and he headed back to the workshop, where he could be alone.

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