The realtor had promised "charming." What Leo was seeing was crumbling plaster and leaky pipes. The inspector hadn’t even bothered to look beyond the surface. Leo stood in the musty basement, surveying the disaster zone. A headache pounded behind his eyes.

He tried to open a small, metal door that was set into the concrete wall. It wouldn't budge. He jiggled the handle, kicked at the bottom, and finally, with a frustrated grunt, he rammed his shoulder against it. The door shuddered, then clicked open a fraction of an inch.

He yanked at it. It gave way, revealing a dark, cramped space filled with cobwebs and the faint smell of decay.

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