The morning air, normally crisp and invigorating, felt suffocating. Mark stood rooted to the spot, his mouth agape. His car, gone. Just…gone. He felt a throbbing ache behind his eyes.

He’d paid his taxes, he’d followed the rules. He'd done everything right. And yet, this. He felt a surge of pure, unadulterated frustration bubbling up inside him.

He slammed his fist against the hood of the car parked next to where his had been, the metallic clang echoing in the otherwise silent street. The sound offered no relief.

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