The air in the garage was thick with the scent of oil and decay. Ethan, sweat beading on his forehead, forced a smile for the realtor. They were supposed to be emptying the place for the sale. This was going badly.

He rummaged through a box of his grandfather's tools, finding everything covered in a layer of grime. He then found a thin folder tucked under a toolbox. Inside, a draft of a typed letter. His grandfather’s name on top.

He frowned, reading the short, formal sentences. It was a resignation letter from his grandfather's job at the factory. The reason listed was "relocation," but the handwriting at the bottom had a note that sounded fake. He wanted to be anywhere else.

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